{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "PlottingTutorial1_SubPlots.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMnA5LamQ8LbdoRz34H8aHB",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Oil-and-Gas-data-analysis/blob/master/PlottingTutorial1_SubPlots.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cyWP5IZQ1Q1f",
        "colab_type": "text"
      },
      "source": [
        "#My personal Tutorial Notebook Series for plotting using matplotlib. \n",
        "\n",
        "#Will Try to Cover - \n",
        "1. Sub-Plots\n",
        "2. Live - Real Time Plotting\n",
        "3. 3D Plotting\n",
        "\n",
        "Divyanshu Vyas | dvyas13ad@gmail.com\n",
        "\n",
        "Courtsey - Matplotlib's Documentation."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rkuurgwJ07ui",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "#Now this is new. Pay attention.\n",
        "from mpl_toolkits.mplot3d import Axes3D"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6rSeeZTW2gyo",
        "colab_type": "text"
      },
      "source": [
        "#1 - Let's Understand **SubPlots** once."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y64dDqtX1mW1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "outputId": "87d5e669-fa81-43a6-9e5c-afe292cc44d4"
      },
      "source": [
        "#New Tech.\n",
        "plt.style.use('seaborn')\n",
        "\n",
        "A = np.linspace(-20,20,100)\n",
        "\n",
        "B = np.linspace(0,100,100)\n",
        "\n",
        "C = A**2\n",
        "\n",
        "D = A**2 + B\n",
        "\n",
        "#Now if you run the following - \n",
        "plt.plot(A,B)\n",
        "plt.plot(A,C)\n",
        "plt.plot(A,D) \n",
        "#... You'll have the same canvas, with 3 lines plotted on a common axes.\n",
        "\n",
        "plt.tight_layout()\n",
        "\n",
        "#So basically you're importing a pre-cooked image object called 'plt'\n",
        "#From matplotlib's kitchen. What if we wanted to create our own?"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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0EXLj7fgOHqH24gWzI4mIiNy2ojWrwDCIn/pIQFdvar217Ly0l3BHGINbDQzYuA0VdAUHoGdCd07dnwbA5eWLTU4jIiJye+ouZ1Px6QFC2qYTcU//gI69O3s/1d4aRrR5CJc9JKBjN0RQFhyLxUK/B6dyOdGB98jX1J47a3YkERGRW1a0akX96s2UaQF9PNvt87At62NcthCGtQnsI+kNFZQFB+Ce5D4cu68VADnLPzI5jYiIyK2pPX+eyi8+x9WhA+F9+wV07P05n1HhrmRI6wcIc4QFdOyGCtqCY7VY6TfoYbKSHXiOHaf65AmzI4mIiDRY4cplACQ8MjOgqzc+v48tF3fhsNoZ2XZIwMa9VUFbcADuS7mHwwNSAMhbthjDMExOJCIicnPVJ09QfeQwod26E9a9R0DH/jQ3k+LaEga3up8oZ2RAx74VQV1w7FY7/e+bwNnWTjxnzlJ99LDZkURERG7IMAyKVvx99WZGQMf2+X1surAdm8XGmLbDAzr2rQrqggPwQOp9HL43CYD8ZUsw/H6TE4mIiFxf9dEj1Jw6SXifvoR27BTQsb/IP0hBTRGDUgcQ64oJ6Ni3KugLjsPm4N57xnEiPQRPVhaVmV+YHUlEROSaDMOg0KTVG7/hZ9P57VgtVsamjwjo2Lcj6AsOwEOtBnK4fxJ+CxSsXIbh85kdSURE5CqVmV9Qd+E8kffdT0ha24CO/VXBEXKr87k/uT8JoXEBHft2qOAATpuT+3qN4mgHF97cXMr3f2J2JBERke8x/H6KVi0Hi4X4qY8EdGy/4Wfj+W1YsDCuXdNfvQEVnCuGtB7EkX4JeK1QuGoFfo/H7EgiIiJXVBzYh/vyZaIGP4QzJTWgYx8uPEZ2ZQ73JvclKSwxoGPfLhWcb7jsLu7vNoJDnUPxFRdTtnuX2ZFEREQA8Hs8FK5cjsVuJ37KtICObRgGG89vxYKF8e1GBXTsO6GC8x3D0wZzpG8cbruFojWr8NfWmh1JRESEsl078RYVET1iFI74+ICO/XXxCS5WZNMvqTep4ckBHftOqOB8R6g9lEGdhpHZLRR/RQUlWzaZHUlERIKcv7aG4nWrsbpcxE98OKBjG4bBhnPbAJjQjFZvQAXnKiPSHuLrXrHUuKwUb9qAt6Lc7EgiIhLESjZvwldRQey4CdgiA7tz8PGSU5wrv0CfhJ60jgjsfT93SgXnB8IdYTzYfggHeoZh1NZSvG6t2ZFERCRIeSvKKd60EVtkFLFjxgV0bMMwWH9uCwAT248O6Nh3gwrONYxoO4RTXWOoiLBTunM7nqJCsyOJiEgQKl63BqOulrjJU7C6XAEd+3jJKc6W1a/epEW2DujYd4MKzjVEOMIZkv4Qe3uHgddL0coVZkcSEZEg4yksoGznDuwJCcQMHR7QsetXb7YCMKF987r35u9UcK5jZNshnO8YSXGsk/L9n1B3KcvsSCIiEkSKVq/E8HpJmDodi90e0LFPlJzmbNl5eif0oG1km4COfbeo4FxHhCOc4WlD2N0nFAyDwuVLzY4kIiJBou5SFuX7PsHZJo3IgYMCOrZhGKxrxvfe/J0Kzg2MbDuEnLQIcpNdVB06SPXJE2ZHEhGRIFC4bAkYBgnTZ2KxBvZPdUtYvQEVnBuKcIQzLO0hdvUJBer/wRmGYXIqERFpyaqPfU3V4UOEdutOeO8+AR37e6s37Zrv6g2o4NzUqLShlKSEcz49nNozp6nM/NzsSCIi0kIZfj8FSz8CIHHmbCwWS0DH/3b1pjtto5rv6g2o4NxUhDOcYW0eZFfvEAyrhcJlSzG8XrNjiYhIC1Tx2afUXThP5P2DcLVrH9Cxv7fvTbsxAR27MajgNMCotkOpiQ3jWJdIPPl5lH280+xIIiLSwvg9HopWLAObjYRHZgR8/OPFpzjTQlZvQAWnQSIc4YxIG8KeHk78TjtFa1bhq6kxO5aIiLQgZTu34yksIGbEKByJiQEd2zAM1pyrP39xUvuxAR27sajgNNCotCEQEcaXPSLwVVRQsnG92ZFERKSF8FVXUbR2NdbQUOInTQ74+EeLjnOhPIt+ib2a5a7F16KC00BhjjBGpg1hfxcH3shQSrZswlNSYnYsERFpAYrXr8NfVUXchEkBP1DTMAzWntuMBUuLWb0BFZxbMiJtCE5XGJ/0CsVwuylapSMcRETkzniKiijdtgV7bCwxowNfMA4WHiWrIpv+SX1oFZES8PEbiwrOLQi1uxjddhhfpduoS4ymfO9u6rIvmR1LRESascLlSzE8HuKnzcDqdAZ0bL/hZ93Z+tWbie2b/5NT36WCc4uGtXmQ8JAItvdygmFQsGSx2ZFERKSZqj13looD+whpm07UA4MDPv6X+Ye5XJXLfSn3kBKeFPDxG5MKzi1y2UMYkz6ckylQ1S6Z6iOHqTpy2OxYIiLSzBiGQcFHHwKQOHtuwI9k8Bt+1p/bgtViZUIz37X4WlRwbsPQ1g8QFRLF+p4GWCwUfPQhhs9ndiwREWlGKr/MpObUScL79iOsW/eAj/953lfkVuczMOVeksISAj5+Y1PBuQ1Om5Ox6SO4HA3FvdNxX86mbM9us2OJiEgzYXi9FC79CKxWEmfODvj4Pr/vO6s3owI+fiCo4Nymh1oNJCYkmtWdarA4nRStXK7N/0REpEFKd27Hk59HzPAROFNbBXz8/TmfU1BTxIOtBhIfGhfw8QNBBec2OWwOJrYfTZnLIPv+DvgqyinZsM7sWCIi0sT5qqooWrOqflO/ydMCPr7H52H9+a04rHbGtxsZ8PEDRQXnDgxKGUBiaDyrWpdgiYmmZPNGPEWFZscSEZEmrHjt6vpN/SZNDvimfgC7L++ntK6MYW0eJCYkOuDjB4oKzh2wWW083H4sbpvBqUHp9ddUly81O5aIiDRRNZcvU7J9K/aEBGJGBf7JpVpvHZvOb8dlq38iuCVTwblD/ZP70io8hfWxuVjTWlNxYD81Z06bHUtERJqg8/PfBZ+PxJlzsDoCu6kfwM5Le6j0VDGy7VAiHOEBHz+QVHDukNViZXKHcRgWyByYDEDB4kUYfr/JyUREpCmp+vooxZ9+RmiXrkTcOyDg41d7qtl6cRfh35yt2NKp4NwFvRN60C6qLbucl7D27UXt2bNUHNhvdiwREWkiDJ+PgsUfgMVC4twMLBZLwDNsubiLGm8tY9NHEGp3BXz8QFPBuQssFguTO4wDYFffUCwOB4XLl+CvqzM5mYiINAVlu3fhzr5E0qiRuNqmB378ugp2Zu0h2hnF0NaBPxLCDCo4d0m3uM50ie1EpvcCxtCBeEtKKNZj4yIiQc9XXUXRyhVYXS7SH5tnSoZNF7bj9nuY0H4UTpvDlAyBpoJzF03pMB6Ade2qscXEULJpgx4bFxEJcsVrVuOrrCBu0mScsbEBH7+wppg92ftJcMXxQOp9AR/fLCo4d1H76Lb0TezF6ZpL1IwdjOHxULDkI7NjiYiISdy5uZRs34ojIZGY0WNMybD27GZ8ho/JHcZht9pNyWCGm860pqaGX/3qVxQVFVFXV8eLL75It27d+OUvf4nP5yMxMZHf/e53OJ1OVq9ezYIFC7BarcyePZtZs2YFYg5NypQO4zhUcJQVURd5on0HKj//lOqTowjr0tXsaCIiEmAFH30APh8Js8x5LDy7MofP876kTUQr+if3Dfj4ZrrpCs6OHTvo1asX7733Hq+99hq//vWvef3118nIyGDRokWkp6ezdOlSqqureeONN3jnnXdYuHAhCxYsoLS0NBBzaFJSwpMZlDqA3Op88kffA0DBh3psXEQk2FQeOkjVoYOEdu1GRP97Tcmw6swGDAymdJyA1RJcF21uOtuJEyfy3HPPAZCTk0NycjIHDhxg1Kj600dHjBjBvn37OHjwIL179yYyMhKXy0X//v3JzMxs3PRN1KT2Y7Bb7azyHiZi0CDqLl6gbM/HZscSEZEA8Xs8FCxeBFYrSfMeNeWx8FMlZzladJzOMR3oEdcl4OObrcF1bu7cufz85z/nX//1X6mpqcHprF9qi4+Pp6CggMLCQuLivj2RNC4ujoKCgrufuBmIdcUwrM1gSupKOfFAOywhLoqWL8NXVWV2NBERCYDSrVvw5OURM3wkIW3SAj6+YRisOrMBgKkdJ5pSsMzW4LuNPvzwQ44dO8YvfvELDMO48vp3//u7rvf6d8XGhmG32xoa4bYkJgb+IDOAR6OmsC/nMzaWHOD/zJrG5fc+pHrzWjo8/2yjjmvWfM0UbHPWfFu+YJtzS5tvXVExp9etxh4VRddnHsceEfG99wMx38+yD3Ku/AL3t+7H/Z16Nvp4N2LW7/emBefIkSPEx8eTmppK9+7d8fl8hIeHU1tbi8vlIi8vj6SkJJKSkigs/PaR6Pz8fPr163fD711SUn3nM7iBxMRICgoqGnWMGxmdNozVZzeyI81Pr5QUctZvxDlgMCFpjdPmzZ6vGYJtzppvyxdsc26J88156238tbUkzJ5LSY0BNd/OLxDz9Rt+Fn65AgsWxrUZZerPNxDzvV6Buuklqs8//5y3334bgMLCQqqrqxk8eDCbNm0CYPPmzQwZMoS+ffty+PBhysvLqaqqIjMzkwEDAn/WRlMyIu0hop2RbM/eS/iMR8AwyP/gvQatbomISPNTc+oUFfv3EdI2neiHhpqS4UBuJrlVeTyQOoCU8GRTMjQFNy04c+fOpbi4mIyMDJ5//nn+7d/+jZ/+9KesXLmSjIwMSktLmTZtGi6Xi1dffZVnnnmGp59+mpdeeonIyJa17HirnDYnE9qPwe33sC30EuH97qHm5AkqPj1gdjQREbnLDL+f/A/eAyAp4zEs1sA/teT2eVh7dhMOq52J7c3Zd6epuOklKpfLxe9///urXp8/f/5Vr40fP57x48ffnWQtxODU+9iRtZtPcj5j2OQnsBw5TMGSD4no2w+rq+UfdiYiEizKdn9M3cULRD4wmNBOnU3JsDNrD6V1ZYxNH0GsK8aUDE1FcD0UbwKb1cbUjhPxG37WlH1G7PiJ+EpLKVq3xuxoIiJyl/gqKihcvgSry0XiDHM2ua10V7Hpwg7CHWGMTR9uSoamRAUnAPok9KBjdDsOFR6lZHAv7HHxlGzeiDs31+xoIiJyFxSuWIq/qor4KY9gjwn8eVMAG89vo9ZXy4R2owm1h5qSoSlRwQkAi8XCI50mAbDq4mYS58wFn4/89xfqhmMRkWau5uwZynZ/jLN1G2JGjjIlQ2FNER9n7yPBFceQ1oNMydDUqOAESPvodO5J7M258oucbhNCWK/eVB87SuXnn5kdTUREbpPh95P/3rtgGCQ9+jgWuzmHWa4+sxGf4WNKx/FBdaDmjajgBNCUjuOxWqysOruBhLnzsNjt5C9ehL+2xuxoIiJyG8p27bxyY7FZhypfKM/ii/yDpEemcU9SH1MyNEUqOAGUFJbIkNaDKKgp4oD3PLETJtXfcLx6ldnRRETkFnkryilcsRRraCiJM2ebksEwDFacXgfAtE4Tg+5AzRvRTyLAJrQbjcsWwvpzWwgdMxJHQiIlWzdTl33J7GgiInILCpcuwV9dTfy06dijzXkk+0jRMU6VnqVXfHe6xHY0JUNTpYITYJHOCMakD6fSU8XWnE9IzHgU/H7dcCwi0ozUnD5F+d7dhKSlETN8pCkZfH4fK06vx4KFqR0nmJKhKVPBMcHItCHEhESzPWs3dZ3bfrvD8f5PzI4mIiI3YXi95C1cAEBSxhNYbI17aPT17Ll8gLzqfB5sdT+tIlJMydCUqeCYwGlzMrXjBLx+L6vPbiRp3qNYnE4KPlqMr6rK7HgiInIDJdu24M6+RNSQoYR2NmfH4hpvDevPbcFlC2FSh7GmZGjqVHBMMiC5H20j2/B53ldcslcT//AUfBXlFC5bYnY0ERG5Dk9RIUWrVmCLiCRxhjk3FgNsOr+DSk8VY9NHEOUM7nMfr0cFxyRWi5XpnR4GYPnpNcSMGYezVWvKPt5JzelTJqcTEZFryf/gfQy3m8TZc7FFRJiSobCmmB1Zu4kNiWFE2hBTMjQHKjgm6hzbgb6JvThbdoGvSo6R/PhTAOQtXIDh9ZobTkREvqfyyy+o+upLQrt2I/KBwablWH1mAw3jCVIAACAASURBVF7Dx9SOE3DaHKblaOpUcEw2reOE+s3/Tq/H3rE90UOH4c6+RMmWTWZHExGRb/hra8lf9D7YbCQ/9gQWi8WUHGfLLlzZ1O/e5L6mZGguVHBMlhSWyLDWgymsLWbXpb0kTJ+FLTKKojWr8BQUmB1PRESAolUr8JYUEzdhIs7UVqZkMAyD5afWADC988Pa1O8m9NNpAia0H02YPZSN57dR7YTEOXMx3G7ytDeOiIjpai9eoGTbFhyJScRNnGxaji/yD3Ku/CL9EnvRKaa9aTmaCxWcJiDcEcbE9mOo8day9txmIgc+QFj3nlQfOUTlFzqMU0TELIbfT96774DfT9JjT2B1Ok3J4fa5WXl6PXaLjUc6TTIlQ3OjgtNEDG39AMlhSezNPsDlqlySHqs/lTb/g/fxVWtvHBERM5Ru3ULd+XNEDnqA8J69TMux7eLHlNSVMiJtCAmh8ablaE5UcJoIm9XGjM4PY2Cw7NQaHEnJxE2eiq+sjMKlH5kdT0Qk6HgKCyhcuQxrRASJc+aZlqO0rozNF3YQ6YxgfDtzjoVojlRwmpCe8d3oEdeVEyWnOVT4NXHjJuBs3Yayj3dRfeK42fFERIKGYRjkvfcuhttN0px52COjTMuy8vQG3H4PUzpMwGV3mZajuVHBaWJmfHNn/PLTa/FaIfnJH4HFQt678/F73GbHExEJChWf7qf6yGHCevQkcpB5e96cK7vAZ3mZpEW2ZlDqvablaI5UcJqYlPBkhrZ+gMKaInZm7SG0QwdiRo3Gk5dH8ZrVZscTEWnxfJWVFHy4CIvTSdLjT5q2543f8LP0m8fCZ3aeosfCb5F+Wk3QxPZjCLeHsfH8NsrdFSRMm4E9Lp7iTRuoy8oyO56ISItW8NEH+CoqiJ8yDWdikmk5Ps/7ivPlF+mf1EePhd8GFZwmKNwRxqQOY6n11bHmzEasLhfJjz8JPh+5C97G8PvNjigi0iJVHT1C+Sd7CWmbTuyYcablqPO5WXVmAw6rnWkd9Vj47VDBaaIeajWQ1PBk9uV8zoXyLMJ79yFy4CDqzp+jdOsWs+OJiLQ4/tpa8t6dD1YryU8+jcVmMy3LpvPbKa0rY1TbYcSHxpqWozlTwWmibFYbs7tMxcBgyclV+A0/iXMzsEZEULhyGe78fLMjioi0KIXLl+AtKiJu/ERc6e1My5FfXci2i7uIDYlhXPoI03I0dyo4TViX2E7ck9SHc+UX+TQ3E3tkFEnzHqs/xkGXqkRE7pqaUycp3b4NZ0oqcZOnmJpl2ak1eA0fj3SahNNmzs7JLYEKThM3vdMkHFYHK8+sp8ZbQ+T9Awnvdw81J45T9vFOs+OJiDR7freb3HfeBouF5Kefweowr1QcKTzGkaJjdInpSP+kPqblaAlUcJq4OFcs49JHUOGuZMO5bVgsFpIfewJrWBgFSz7CU1RodkQRkWataPVKPHm5xIwaQ2jHTqbl8Pi9LDu1BqvFyqwuU017PL2lUMFpBka3HUa8K44dl/aQW5WHPSaWxDnzMOpqyXv3HZ04LiJym2rPnaVk0wYciYkkPDLD1Cw7snaTX1PI0NYP0CoixdQsLYEKTjPgsDmY0XkyfsPPkpOrMQyDqMEPEdarN9VHj1C+d4/ZEUVEmh3D662/NGUYJD/xNNaQENOylNaVseH8NiIc4UxqP8a0HC2JCk4z0SehB93junC85BQHC4/WX6p64imsLhcFixfhKSkxO6KISLNStHYV7uxLRA8dTlj3HqZmWXF6HW6fmykdxxPmCDM1S0uhgtNMWCwWZnWegs1iY9mpNbh9bhxx8STMmou/pob8d+frUpWISAPVnjtL8fp12OPjSZw9x9Qsp0rO8HneV7SNbM0DqfeZmqUlUcFpRpLDkxiZNoTi2hI2nd8OQPTQYYT16EnV4UPkb9tuckIRkabP73GTO/8t8PtJeeoZrK5Q07L4/D4Wn1yJBQtzuj6i86buIv0km5kJ7UcTGxLD1ou7yKsuqL9U9dSPsIaGcu6t+XqqSkTkJopWrcR9+TLRI0aZfmlqx6U95FTlMbjV/bSLamtqlpZGBaeZCbE5mdl5Ml7Dx0cnVmIYBo64eBLnZOCrqSHvHW0AKCJyPTVnTl95aipx5mxTs5TWlbH+3BbCHWFM6Tje1CwtkQpOM9Q3sdeVG46/LDgMQNSDDxF7371UH/uasl07TE4oItL0+OvqyH37LQCSn37W1KemoH7H4jqfm2kdJxLhCDc1S0ukgtMMWSwWZneZiv2bG45rvXVYLBY6vfgTrGHhFCxZrLOqRER+oHDl8voN/UaPJaxLV1OzHC8+RWb+IdpHtWVQ6gBTs7RUKjjNVFJYImPSh3+zd8JWAJxxsSQ9+nj9WVXz39KlKhGRb1QfP0bp1s04klNImDbd1Cwev5fFJ1foxuJGpp9qMzY2fQTxrli2Z+0mpyoPgMj7BxJx7wBqTp2kZMsmkxOKiJjPV11N7tt/BYuFlGeeM/3S1PaLH5NfXcjQNg+QFtna1CwtmQpOM+a0OZnVZSp+w8+HJ5ZjGAYWi4Wkx57AFhVF0Ypl1GVlmR1TRMRUBR+8j7e4mLhJkwnt0NHULPmVhWw4v41IRwQPtx9napaWTgWnmeud0IM+CT05XXqOXef3A2CPjCL5qR9heL3kvPUX/B63ySlFRMxR8cVnlO/bS0i79sRPmmxqFsMw+FvmYjx+D9M7P0yYw7z9d4KBCk4LMLvLVJw2Jwu/WkaluwqAiD79iB42Anf2JYpWLDc5oYhI4HlLS8lbuACL00nqs89jsdtNzfNlwWG+zDlCt9jO3Jd8j6lZgoEKTgsQ64rh4fZjqXBXseLMuiuvJ86eiyM5mZItm6g+fszEhCIigWUYBrnvvI2/spKEmbNxpqSamqfGW8vSk6txWO3M6ToNi8Viap5goILTQgxv8yDtYtqwP+dzTpWcBcAaEkLKMz8Gi4Xct/+Kr7rK5JQiIoFR9vFOqo8cIqxnL2KGjzQ7DmvPbqLMXc4jPcaTFJZodpygoILTQtisNp4f8CgWLHx4YjlevxeA0A4diH94Ct7iYvIXvWdyShGRxufOuUzB4g+whoWT/NQzWKzm/qm7WH6JXZc+ISksgandxpqaJZio4LQgneLbMaT1IHKr89l68eMrr8dNmoyrfQcq9u+j/MB+ExOKiDQuv8dDzl//guF2k/zEUzhiY83NY/j54MQyDAzmdZ2Ow+YwNU8wUcFpYaZ0HE+UM5KN57dSUF0EgMVmI+XZH2MJCSH/vQV4CgtMTiki0jiKVi6j7uIFoh4aSuSA+8yOw8eX9nGxIpv7U/rTJbaT2XGCigpOCxNqD2Vm58l4/N4re+MAOJOTScp4HH9NTf3/u/H5TE4qInJ3VX19lJJNG3EkJ5M0N8PsOJTUlrL67AbC7KFM7/Sw2XGCjgpOC9Q/qS8947txvOQUB3K/uPJ61OAHibx/ILVnTlO0drWJCUVE7i5fRQW5f/sr2GykPvcCVpfL1DyGYfDhiRXU+dxM7/Qwkc4IU/MEIxWcFshisTC36yM4bU6Wn1pLhbvyyutJjz2BPT6e4rWrqT55wuSkIiJ3zjAMche8ja+slIRp03G1a292JDLzD3Gk6BhdYjvpME2TqOC0UHGuWKZ0GE+Vt5qlp75drbGFhZP67AsA5L71F3xVenRcRJq3sl07qPrqS0K7dSd23ASz41DlqWbJyVU4rHbmdZ2uPW9MooLTgg1rM5h2UW35PO8rjhYdv/J6aOfOxE+eire4mLyF71y5T0dEpLmpu5RV/0h4eDgpP3rO9EfCAVacXkeFp5KJ7ceQFJZgdpygZf6/BGk0VouVjG4zsFqsfHB8ObXeuivvxU2aTGjnLlR+/hllu3eZmFJE5Pb46+rIefNPGB4PKU8/iyMuzuxInCw5zb6cz2gdkcqotKFmxwlqKjgtXOuIVMa2HU5JXSlrz2268vrfHx23hoVT8MH71F3SqeMi0rzkL3oPd24OMaPHENHP/LOd3D4Pi44vw4KFR7vNxGa1mR0pqKngBIHx7UaRFJbAzqy9nCu7eOV1R3w8KT96FsPjIefNP+GvrTUxpYhIw5Xv/4TyvbsJaZtOwozZZscBYP25LRTUFDEi7SHSo9LMjhP0GlRwfvvb3zJnzhxmzJjB5s2bycnJ4fHHHycjI4NXXnkFt9sNwOrVq5kxYwazZs1iyZIljRpcGs5hc5DRdSYGBu8dX4Lnm2McACL63UPM6LG4c3PIX7TQxJQiIg3jzsslb+G7WF0uUn/8IlaH+bsDXyjPYlvWx8S74ni4wziz4wgNKDj79+/n1KlTLF68mLfeeov/+I//4PXXXycjI4NFixaRnp7O0qVLqa6u5o033uCdd95h4cKFLFiwgNLS0kDMQRqgc2wHhrZ+gNyqPDae3/a99xJnziakXXvKP9lL2d49JiUUEbk5v8dDzl/+jFFXS9LjT+FMTjY7El6/l/eOLcFv+MnoNoMQm9PsSEIDCs59993HH/7wBwCioqKoqanhwIEDjBo1CoARI0awb98+Dh48SO/evYmMjMTlctG/f38yMzMbN73ckqkdJxAbEsPmCzvIqsi+8rrFbif1+Z9gDQ0l//13qbt82cSUIiLXV/DRh1eOYogaOMjsOABsurCDy1W5PNhqIN3iOpsdR75x04Jjs9kICwsDYOnSpQwdOpSamhqczvqGGh8fT0FBAYWFhcR95w72uLg4Cgp05lFT4rK7eLTbTPyGn/eOLcHn//a4BmdSEslPPo3hdpPzlz/hr6u7wXcSEQm8ik8PULZjG87WbUia96jZcQDIrsxh4/ltxIRE80iniWbHke+wN/SDW7duZenSpbz99tuMHfvtce/X20OlIXurxMaGYbc37l3miYmRjfr9m5qbzTcx8V6Oln/NjnOf8EnRPqb3+HZTrMQJozAunCF3wybKl31Ap394uVlsUKXfccsWbPOF4JtzQ+ZbfSmb0+/Ox+py0fNff0lYG/P3l/H5ffz+y2X4DT8/GfgYbVOTGvR1+v0GRoMKzu7du3nzzTd56623iIyMJCwsjNraWlwuF3l5eSQlJZGUlERhYeGVr8nPz6dfv343/L4lJdV3lv4mEhMjKSioaNQxmpKGzndim3FkZh9m6ZF1dArrTGr4t9ewI6bMJOTYSfK378TSpj3RQ4c1ZuQ7pt9xyxZs84Xgm3ND5uuvq+Pi//sb/LW1pD7/E6pCoqhqAj+jLRd2crbkIgNT7qWNPb1Bvzf9fhtnjGu56SWqiooKfvvb3/KXv/yFmJgYAAYPHsymTfV7qmzevJkhQ4bQt29fDh8+THl5OVVVVWRmZjJggM7faIrCHKHM7Todr+G7cmPc31kdDlq98CLWsHDyFy2k9sJ584KKSNAzDIP8997FfTmb6BGjiLx/oNmRAMirymftuc1EOSOZ0Xmy2XHkGm5acNavX09JSQk/+9nPePzxx3n88cd54YUXWLlyJRkZGZSWljJt2jRcLhevvvoqzzzzDE8//TQvvfQSkZHBtQzXnPRJ7MmA5H6cL7/Itosff+89R0IiKc8+h+H1kvPnN3RelYiYpnz3x5Tv20tIu/Ykzp5rdhwA/Iafhcc+wuv3MqfrI4Q7wsyOJNdw00tUc+bMYc6cOVe9Pn/+/KteGz9+POPHj787yaTRzeoylRMlp1l7dhM947vRKiLlynsRffoRN2kyxevWkDv/LVq9+NMmccaLiASP2osXyF+0EGtYOK1+8lKT2O8GYOvFXZwrv8iA5H70S+xldhy5Dv3FCmIRjnAyus7Aa/hYeGzx956qAoif+gih3bpT9dWXlGzaYFJKEQlGvspKLv/pjxheLynPPIcj3vybigEuV+ay7mz9panZXaaZHUduQAUnyPVJ7MnAlHu5WJHN5gs7vveexWol9fmfYIuJoXD5Uqq+PmpSShEJJobfT85f38RbWEjc5KlE9L3xAyuB4vP7ePfYYryGj4xuM3RpqolTwRFmdp5CTEg0689vJavi+5v82aOiaPWTl8FqJed//4ynUHsbiUjjKlq1guqjRwjv3Yf4yVPNjnPFpgvbyarIZlDKAHon9DA7jtyECo4Q5ggl45sNABceW4z3O2dVAYR27ERSxmP4Kyu5/Kf/wf/N2WMiIndb5ZdfULxuDY7ERFKe/XGTufcvqyKbDd9s6KenppqHpvEvR0zXM74rD7a6n+zKHDac23rV+9FDhxP10FDqLl4gf+GCBm3kKCJyK9y5OeT+7a9YnE5avfgP2MLDzY4EgMfv5d2vF+M3/DzabSZhjlCzI0kDqODIFdM7PUycK5ZNF3ZwruzC996zWCwkPfoYrvYdKN+3l9Id267zXUREbp2/tobLb/wRf20tyU/+iJC0NLMjXbH+3JYrZ031iO9qdhxpIBUcucJld/FE99kALPj6Q+p8378UZXU4Sf3Jy9gioyhY/AHVJ0+YEVNEWhjD7yfnrf/FnXOZmNFjm8whmgCnS8+x5cJOElxxTO80yew4cgtUcOR7Osd2ZGTbIRTUFLH89Nqr3nfExZH6wotgGOT8+Q08RUUmpBSRlqRo9QqqvvqSsO49SJx19b5rZqnx1vLu1x8C8ESPubjsLpMTya1QwZGrTO4wnlbhKezJ3s+RwmNXvR/WtRtJczPwVZRz+X9e08njInLbCvfspXht/U3FqT9+EYutcQ9gvhXLTq2hqLaEsekj6BjTzuw4cotUcOQqDqudp3rOw26x8d7xJVS6rz6qIXrEKKKHDacuK4vct/+K4fdf4zuJiFxf7cULnPrD/2AJcdHq5Z9hi4gwO9IVBwuOsC/nM9IiWjGx/Wiz48htUMGRa2odkcrDHcZR4a5k0YllVz01ZbFYSJr3GKFdulL5xecUr11tUlIRaY685eVc/p8/4He7SX32eUJatzY70hXl7goWHV+G3WrnyZ7zsFtveqqRNEEqOHJdo9oOpVNMew4WHGF/7hdXvW+x22n1k5exJyRQtHolFV98ZkJKEWlu6g/y/R+8xcW0fXQeEff0NzvSFYZh8P6xpVR6qpjWcSKp4clmR5LbpIIj12W1WHmi+xxcthCWnFxJQfXVNxTbIiNp/fIrWEJc5P7tr9RevHCN7yQiUs8wDPLenU/NqZNEDLiPNrNmmB3pe/Zc3s+RomN0je3EsDaDzY4jd0AFR24oPjSOOV0foc7n5p2vP7jqQE6AkDZppD77PIbHw+U//gFvaYkJSUWkOSjZsI7yT/YS0q49KU8/i8ViMTvSFTlVeSw7tYZwexiPd5+N1aI/kc2ZfntyU/en9Oe+5Hs4X36R9ee2XPMzEff0J2H6LLwlxWS/rierRORqFV98RuHypdhj42j98itYQ0LMjnSFx+dh/tFFePxeMrrPJNYVY3YkuUMqONIgc7pOI94Vx6YLOzhVcuaan4kdP+HKcQ45f31TT1aJyBW158/VH8MQ4qL1P/wMe0zTKhCrzmwguzKHh1oNpF9iL7PjyF2ggiMNEmoP5ame87BYLLzz9YdUe6qv+ozFYiH5sScI7dadqq++pHDpRyYkFZGmxlNcRPYfX8PweEh9/gVC0tqaHel7jhYdZ8elPSSHJekgzRZEBUcarEN0OhPbjaa0roxFx69+dBy+fbLKmZJKyeaNlO7aYUJSEWkq/LU1XP7ja/jKykicPZeIvv3MjvQ95e4KFn79EXaLjad7zsNpc5odSe4SFRy5JePajaRjdHu+LDjMJzmfXvMztvBwWr3yj9giIsl/fyFVRw4HOKWINAWG18vlP79BXVYW0cNGEDN6rNmRvsdv+Fl47CMqPJVM7TiBtMimsxeP3DkVHLklVouVp3rOJdQeypKTq8mpyrvm55yJSbR6+R+wWK1c/vMb1F44H9igImIqwzDIW7iA6qNHCO/Tl6SMx5rUE1MA27N283XRCbrHdWF42kNmx5G7TAVHblmcK5bHus3E4/fw9pH3cf/g1PG/C+3UmZTnfozhriP79f/GU1gQ4KQiYpbiNaso37ubkHbtm9wZUwDnyi6y6swGopyRPNFjjh4Jb4H0G5Xb0i+pN0NbD+ZyVS5LT13/mIbIe+8jcU4GvrIyLr32e3yVlQFMKSJmKNuzm6LVK3EkJNL6pz9rUo+DA1R7aph/9H0Mw+DJHnOJckaaHUkagQqO3LbpnSbRJqIVey9/yud5X133c7GjxxA7bjye3Fyyvzl7RkRapqojh8l7dz7W8HBa/+yfsEdHmx3pewzD4P3jSymqLWF8u5F0i+tsdiRpJCo4ctscNgc/6vUoTpuTD44vI7+68LqfTZgxm8j7B1J7+hS5b/1Fe+SItEC1585y+c9vYLFaaf3yz3CmpJod6Sq7s/fxVcFhOsW0Z0I7nRLekqngyB1JDktkXtfp1PrqePvo+3j83mt+zmK1kvz0s4R2605l5hfkv7/wmo+Zi0jz5M65TPYf/hvDXUfK8z8htHPTWxnJqrhcfxSDI4yne2Zgszat+4Lk7lLBkTt2f0p/BqUOIKsimxWn1133c1aHg1Yv/pSQtDTKdu2gaNWKAKYUkcbiKS7m0n//Hl9lBcmPP0Vk/3vNjnSVGm8tbx99D6/h44nuc4gJaVqXzuTuU8GRu2J2l2mkhCez69Jevsg7eN3P2cLCaP2zV3EkJlG8djUlWzcHMKWI3G2+ykqyX/tPvMVFJEyfSfTQYWZHusrf77vJry5kVNuh9ErobnYkCQAVHLkrQmxOnuv1GE6bk/ePLyGvKv+6n7VHx9Dmn36BLTqGgg8XUb7vkwAmFZG7xV9XvwWE+/JlYkaPJXbCJLMjXdPOS3v5Mv8QHaPbMbXDBLPjSICo4MhdkxKezKPdZlLnc/PXIwupu87+OACOxETa/OOrWMPCyJ3/FpWHrv8Ulog0PX6Ph8t/+iO1Z88QOegBEmfPbXIb+QGcK7vAitPriHRE8KNej+q+myCigiN31YDkfgxrM5icqjw+PLH8hjcSh7RJo/U//CMWu52cP79B9YnjAUwqIrfL8PnI/d8363cp7t2HlKeewWJten9OKt1V/O3I+/gNP0/1nKf7boJM0/sXKc3eI50eJj0qjU9zM/nk8rXPq/q70E6dafXiyxh+P9mvv0bNmdMBSikit8Pw+8l9+y0qv/yC0G7dSf3Jy1jsdrNjXcVv+Hnn6w8oqSvl4Q5jtd9NEFLBkbvOYbXzTM/HCLeH8dGpVVysuHTDz4f36kPq8z/B8LjJfu33OrdKpIkyDIP8996l4sA+XB070frlV7A6m+bp25vOb+dY8Ul6xHdlbPoIs+OICVRwpFHEh8byZM+5+Pw+3jq8kEpP1Q0/H3nvAFKeeQ5/bS2X/vs/qcvODlBSEWkIwzAo+OhDyj7eSUhaW1q/8o9YXS6zY13T0aLjrDu3hdiQGJ7sMVfnTAUp/dal0fSM78aE9qMpqi1h/pFF+I0b714cNfABkp98Gn9lJZd+/xvcubkBSioiN2IYBkWrllO6ZRPO1Fa0/qefYwsLNzvWNRVUFzH/6AfYrDae7/0EEY6mmVManwqONKoJ7UbRO6E7x0tOsfrMxpt+PvqhoSRmPIavvJxLv/8t7vzrP24uIoFRtHolxWvX4EhMos2rv8AeGWV2pGuq87n538MLqPHWMLfrdNpGtTE7kphIBUcaldVi5ckec0kKTWDLxZ18mX/4pl8TO3I0CTNn4y0p5tLvfq2SI2KiotUrKV6zqn5rh1/8M/aYWLMjXZNhGCw6vpTLVbkMbf0AD6QOMDuSmEwFRxpdqD2U53o/gdPmZOGxxeRU5d30a+LGTyRhxiyVHBETFa1ZRdHqlTgSEmnz81/hiIs3O9J17cjazed5X9EhOp0ZnSebHUeaABUcCYhWESk83n12/RLyofol5JuJmzCJhBnfWcnJu3kxEpG7o2jtaopWragvN7/4FY74pltuTpacYcWZ9UQ5I3mm12PYrU3vsXUJPBUcCZj+SX0Y03Y4+TWFzD/6wU1vOgaImzDx28tV//kblRyRRmYYRv3Kzcrl2BMSaPOLf27S5aawppi3jiwE4Nlej2szP7lCBUcCakrH8fSI68rRouMNuukYvrlcdaXk/Bp3bk4jpxQJToZhULh8KUWrVmBPSCDt5/+MIz7B7FjXVeut4y+H3qHKU82cLtPoGNPO7EjShKjgSEBZLVae7plBUlj9Tcef5mY26Ovixk8kYdYcvCUlZP3m/6MuK6uRk4oEF8MwKPhwESUb1uFITibtl/+CIyHR7FjX5Tf8vHts8Tc3FQ/modaDzI4kTYwKjgRcmCOUF3o/RajdxfvHl3K+/GKDvi5u3ASSHn0CX0U5Wb/7NTVnzzZyUpHgYPj95C98h9JtW3C2al1fbprwDcUA689t5WDBEbrEdGSmbiqWa1DBEVMkhyfxo56P4vP7+N9DCyitK2vQ18WMGEnKj57DX1NN9n/9lrKjRxs5qUjLZvh85M5/i7KPdxHSNp20X/wKe3SM2bFuKDP/EBvObyXeFcczvR/TCeFyTSo4Ypoe8V2Z1mkiZe4K/vfQu7h9ngZ9XdTgB0n98Yv4PR6+/vf/S9WRm++tIyJX83vcXH7zDSr2fYKrQ0fa/PyX2CIjzY51Q1kV2Sz8ejEhNicv9HlKOxXLdangiKlGpQ1lYMq9XKjI4r1jHzXoySqAyAH30eqlf8AwDLL/+Brln+5v5KQiLYuvpobs1/6Lqi8zCe3WnTZN+PiFvyutK+PNQ+/g9nt4ssc8WkWkmB1JmjAVHDGVxWJhXrcZdIxuxxf5B1l/bkuDvzaiT196/vv/wep0kvvXv1CyreFfKxLMvOXlXPrdr6k5cZyI/vd+c3BmqNmxbqjO5+Yvh96htK6MaR0n0jexp9mRpIlTwRHTOax2nu/9JAmuODac38aBnC8a/LXRvXr+/+3deXjTZbrw8W/2pU2Tpk260YVF9lURBEREcEFRRhlHQEEdxhlnRs+cWXxV3jk6G1Ht0gAAIABJREFU13HUmXm9nCPuoCjuHHDFDTdARfZ9h7K1lNK9adI0++/9o1BaKMqSNG16f66rV6GQ5H76S5q7z/Pcz02X+x5AY7FQ8fabVH7wLoqixDBaITq2YGUFxf94FH/RIayXjSHr7t+j1unjHdaPiigR5m9/myJ3CSOzLmZ83ph4hyQ6AElwRLuQrE/it4N+iUlr4s1diyisPXDGtzXm5ZP74F/ROZxUf7yY8tfno0TObKlLiM7EX1xM0T8eJVhehv3aiTin34FK3f7fBj7c9xmbK7fT09adW3rdiEqlindIogNo/89s0WlkJjn5Vf/bUFCYs3U+5d7KM76t3uEk94H/iyEvH9e3yzjy3NNE/P4YRitEx1K/fRvF/3yUcG0tjl9MIf2mn3eIRGHFkdV8VbScDLODuwZMlzYM4oxJgiPald72C5jS60bqg16e3zIPT7D+jG+rtVrpct8DmPv0pX7TRor/3z8Iuc6s/FyIROZa8R0ls/+NEgqR9evfknrVNfEO6Yzsqt7LO7vfJ0ln5u6Bd2LWmeMdkuhAJMER7c6o7OGNPau8lby4ZT7BMywfB9CYTOT84U+kjLwU/8EDFD3+CP4jR2IYrRDtl6IoVH30AWWvvIzaYCTnT/dhGTY83mGdkcPuI8zd+hpqVPx6wO04ze23ZYRonyTBEe3SDd2v4SLnIPa7DvLqjnfOuHwcQKXVknHnTNIm3UiospLif/wd766dMYxWiPZHCYUoe3UeVR99gDY9nbwH/y/mnr3iHdYZqfbV8NzmefjCfmb0nUIPW9d4hyQ6IElwRLukVqmZ3vcWLrB1Y1PFVt7du/isqqNUKhVp108ic+ZdRPx+Dv/7CVwrvo9hxEK0H2G3m8NP/j/qVnyHoaAreQ/+F/qs7HiHdUa8QS/Pbp6HK1DHTT0mclHGoHiHJDooSXBEu3W8fDwrKYNlh1fwTfF3Z30fKSNG0eWPf0FtMFD2yktULHxHKqxEQvOXlFD06H/TsGc3yRcNPdZ6wRrvsM5IMBJiztbXOFpfxtgul3JF7uh4hyQ6MElwRLtm1pn43aBfYtWn8F7hx6wv23T299G7D3mzHkKXmUnNks8pmf0/hL3eGEQrRHx5tmyi+PFHCFZWYL9+Elm/+R1qgyHeYZ2RiBLh9R0L2Fu7n8GOAdx0wcQOUeUl2i9JcES7Zzem8rtBv8SoMfDajgXsri486/vQZ2aSN+u/MPcfgHfbFoofe4RA2dEYRCtE21MUheoln3Hk6adQwmGyfv1b0ifd2CHOuIHG+N8r/Jj15ZvpZi3g9r5TUKs6Ruyi/TqjZ9CePXsYP348b7zxBgClpaVMnz6dadOm8Yc//IFAIADARx99xOTJk7n55ptZuHBh7KIWnU4XSza/HnA7AC9ufZVDdcVnfR8acxI5//FHUq+8msDRUooe/W9p1Ck6vIjfz9G5L1C5cAEaq5Xc+2d1mEqp45YcWsrS4u/JTMrgNwNvR6/RxTskkQB+MsHxer088sgjjBgxoulrs2fPZtq0abz11lvk5+ezaNEivF4vzz77LK+++iqvv/468+fPp7a2NqbBi86ll70Hd/SbRiAc5LnN8yirLz/r+1Cp1ThumUrGnTNRAgFKnnqSqsUfyr4c0SEFysooeuwR3GtWY+zeg/y/PoyxoGNVHH217zsW7/+cVIONewbNlO7gImp+MsHR6/XMnTsXp9PZ9LXVq1czbtw4AMaOHcvKlSvZvHkzAwYMwGKxYDQaufDCC9mwYUPsIhed0hDnAKb2uglPsJ6nN71ElbfmnO7HOmo0uffPQptqp+rD9znyzFOE68/8UEEh4s2zeRNFf/8bgZLD2K4Y17iZ2JYa77DOysbyrcxd/zbJuiTuHXIXqUZbvEMSUeILhCgu97B9fxWROPUH/Mkzr7VaLVpty//W0NCAXt/YnC0tLY2KigoqKyux2+1N/8dut1NRURHlcIWAUTnDcQfrWbz/cx5d/jT3Dvr1Of3WZ+zajfz/+hulc1+gfstmiv7+N7J/dy+G3LzoBy1ElCiRCFWLP6R68YeodDoyf3kXKSNHxTuss7a7upBXt7+FQaPn94NmkmF2xDskcRYURaHWE6CitqHpo/z4n2saqPOeOKD1vqlD6JPf9sn3eTf1ON3ZJGdyZklqqhmtVnO+Ifwoh8MS0/tvbzrLeG9Lv4GwNsCne75h7vb5/Nflf8CkM579HTksZPz9YYreXsDhhe9S/Pjf6XrXTDKuHNduKzg6yzU+rrONF04/5kB1DXue+h9cW7dhcDrp/eB9JHfr1sbRnb+9VQeYs20+qFT8n0vvpn9G73iH1KY6ynM6EAxTVu3laFU9R6tOfC6tqqes2ksgGD7lNhq1Cmeqme5dbGSmJZGXaeGSQTnodbF9r2/NOSU4ZrMZn8+H0WikrKwMp9OJ0+mksvJEc8Ty8nIGDx78o/dTUxPbUl2Hw0JFhTumj9GedLbxTsi5ivqAl+UHV/HIN7P5/aCZ6DX6c7ov89XXk53RhaPz5rLv2ecpX7sB5/Q70JhMUY76/HS2a9zZxgunH3P99m0cfelFwm43SUMuJPOOmTQkJdHQwb4/xe4jPLXxRfyhAL/qfxv9M3p3qmvcnp7TiqLgbgg2zbqcmIXxUVHbQI279YbFJoOWTLsJp82EI9WEw3bszzYT9hQDmmbVe20x3tMljOeU4IwcOZIlS5YwadIkvvjiC0aPHs2gQYP461//Sl1dHRqNhg0bNjBr1qzzClqIH6NWqbn74tuoq69nY8VW5mx9jd8MvAPdOXYbTh48hPyH/5vSOS/gXrMa34H9ZP3mdx1u06ZILEo4TNWH71P92SegVuOYciu2cePb7QzjjzlaX8Yzm+biC/mY0fcWBjsHxDukhBcKR6iu851IXGpaLif5AqfOwqgAe4qB3nk2HMcSF+exRMZhM5Fk1HaI599PvhNs27aNf/7zn5SUlKDValmyZAlPPPEEDzzwAAsWLCA7O5uf/exn6HQ6/vznPzNz5kxUKhW///3vsVg6xjSc6Lg0ag139JtKcGuQbVW7mLftTX7V/zY06nObDtWlpZN73wNUffQB1Z99QtHjf8cx+WZs46/qMGeKiMQRrKig9OU5+Ar3onM4OnTCXeGtYvbGOXiC9UzpdRPDMi+Md0gJw+sLnbIPpvxYIlNd5291k69ep26adTk5iUlLMaLTdvyfdyrlbBr8RFlbTFu1l6nAttDZxgsnxhwMB3luyyvsqSlkaMbgqBwUVr99G0dfnkO4rg5zn75k3DkTnT0tSpGfm852jTvbeKFxzOXlddSt+J7yt99E8fuwXDysccnUbI53eOekxlfLkxuep9pXw+QeE7ki77Kmf+ts1/hcxhuJKNS4/S038jZLZOp9oVZvZ03Wt1g+ctiMOG1mHKkmUsy6NpmF6XBLVEK0NzqNjt8MuJ1nN7/EurJNaNVabu398/NKcpL69Sf/4Ucomz+P+i2bOfTwX3HeNgPLsEs6xPSs6JiCdXWUPv8Mng3rUZtMZMz8NZZLRnTY51yt38XsjXOo9tUwsevVLZIbcYI/ED61Gqm2cWmpytVAKHzqXIRWoyLdaqJbtrXZfhgjTpuJdJsJQxw29rYnkuCIhGHUGvjdoF8ye+NcVpWuQ4WKab0nn1eSo7Vayb73P3F9t5yKBW9zdO6LeDZuJOO2GWiSk6MYvRDg2bKZA6+/QrCmFlPPXmTOvAtdWnq8wzpntX4XT218kfKGSq7KH8s1BVfEO6S4URQFV32ACk+APQeqms3CNCYxdfWBVm+XbNKR67Q0Ji6pJhzWE0tJNosBdQdNfNuCJDgioZi0Ju4d/Cue3jSXlaVrUQFTzzPJUalU2C67HHPvvhx9eQ6edWto2LuHjNtmkDxE9hGI8xf2eKhY8DZ1K1eg0mpJn/wLUq++pkPv+2pKbryVXJl3OTd0u6bDzkKdqWAoQqWrWeJS03I5KRA69cR0tUpFmtVAv4JU0lssJzV+mI3yNn2u5DsnEo5ZZ+bewXfx9Ka5/FC6Fjj/JAdA73SSe/8saj7/lKqPPuDIs7NJHjoM59Rb0Vqt0QhddELuDespf2M+4bo6DHn59Pnzf+BNiu9er/Pl8te1SG4mdZ+QEMmNoijU+0JNiUvzg+0qXA3U1PlpbVOryaAhM82Mw2aiINtKkl7TmMCkmkg7qaxaRI8kOCIhnZrkqJja+6bzTnJUajX2ayeSNPhCyubPw7NuDd6d23FOubVD75MQbS9UV0f5W2/gWbemcdbmpp+TevUEkjJteDvwpluXv47/2fhCh01uwpEIVXX+Vs6Gafxo8LdeVp2aYqBnrq0pcXE2q0xqXlbd2TZVx5MkOCJhHU9yZm+ayw+la1BQzntPznGG7Gxy759F7TdfU/neQo6+PIe61StxTpuOvlnfNiFOpkQiuL5bTuW7C4l4vRi79yDj9l9iyM6Od2jnrcZXy+xNc9p9ctPgD52yfHQ8ialynaasWqtuTF5ym5dUG3HYTKRbjehifCq/OHuS4IiEZtaZ+Y/Bd/H0ppdYWbqWYCTIjD63nPM5Oc2p1GpSx19J8qDBlL3+Kt5tWzn00CxSJ1yH/drrUOvO7VRlkbh8RYcof2M+vv37URuNOKbeim3suA691+a4yoZqZm+cQ5WvOu7JTURRqD1eVn1s+agxoWk8odfTEGz1dtYkPd2yU5oSl+Znw1iT9O0yWROnJwmOSHhmnZn/GHIXz21+hXVlmwiEg/yy/63nfOLxyXQOBzl//AuetWso/9+3qV78Ie5VP+CYehvJAwdF5TFExxb2eqn66H1qv/4KFAXLxcNw3DK1w3X/Pp2y+nJmb5pLrd/FdV2vZEJB7E9a9gfDVDZvLdAskak8TVm1Rq0i3Waia1ZKUzn18SUlh9WEQS+zMIlEEhzRKZi0Ju4Z/Cte3PIqWyq38+KWV/n1gBnn3LvqZCqVCsuw4SQNHEjVhx9Q8/WXHJn9b5IGD8Fx8y3oMzKj8jiiY2lcjvqWqg/eJex2o3Nm4Lx1Okn9+sc7tKgp8ZTy9Ma5uIMebuxxHePzxkTlfhVFoc4bPGUfzPHPLk/rZdVJRi25zuSWJ/Qe+5xqMaBWyyxMZyEJjug0DBo9vx14Jy9te51tVbt4bvM87h54B0btOXQhPw210YTjlqmkjLqU8rfeoH7TRuq3bsE29grSJk6Ss3M6Ee/OHZQveJvA4WJUBgNpP7uJ1KuvSaily0N1xTy76WXqQ15u6fkzLusy8qxuHwxFKKnwsGtfVav7YQLB1suq7SkG+uSnNi0fNT+p12zURWt4ooOTBEd0KjqNjrsGzODV7W+zsWIrT22cw+8G/RKLPrqJh6FLLl3uewDPhvVULlpA7VdfUvfDD6Rdf0PjngutvPQSlf/IESrfW0j9po2gUpEyajTpN05Ga7PFO7So2l1dyJyt8/GHA0zv8wsuyRra6v+r9wVbbOht/ufq05RVG/QaMlLNLZeQji0p2VOMaDUdf8+SiD35KSs6Ha1ay539pmHc/R4rS9fy5IbnuGfQXaSZorsfQqVSYbloKEkDB+Fa+jVViz+kYsHb1H79FfbrJ5EyYmRCbC4VjYJVlVR9+AF1K1eAomDq2QvHLVMx5hfEO7So21i+lVe3vwXAnX2nkW/syc6D1U37YZqfD+P1t94nKdVi4IJcG3mZKViMmhNLSqkmLKa26ZMkEps020wgnW28cH5jVhSFj/Z/zheHlmLVp3DP4F+RnRy7vTJht5uqTz7CtWwpSiiEPjOLtJ/dSPKFQ8840els17gjjDfkclH9yWJqly+FcBh9ThfSb5xM0qDB5/Qm3R7H7AuEmk7mXVuxlq3+ZagULcYjl+A6aiEcOfVtRHe8rNpqPOVcmOZl1e1xvLEk443NY7RGZnBEp6VSqZjUfQLJuiTeK/yYf294nt8OupNu1oKYPJ7GYsE55VZSr7yGqo8/pG7F95S+8ByG3DzSbphE0qAhMqPTgYRqa6he8jmu5UtRAgF0Dgdpk25sbMbawa5jRFFweQItl5FcJw66q/MGAQVt9n50XfaihPT4dl+EhlTyM1u2F2gqq07WS58kEVeS4IhOb1zeZSTrknhj10Jmb5zLzP63MiC9b8weT5eWRubtv8R+zbVUffQB7jWrOfLs0+izs7FPuA7LxcNlj047FqysoPrzz6j7/luUUAhtqh37zROxjr6sXV+3QDBMpavl8tHxDb2VLh/BVvokadQq0qxGumQk4bVvpkyzl2SNlak9bqXX5V0wGdrveIWQZ6cQwPCsi0jSmXl52xu8uGU+N/ecxJizrAg5W/qMTLLuuhv7dddT89mn1K1eydGX51L54fvYr55AyshLURsMMY1BnDl/cRE1Xy6hbvUqCIfRORzYJ0wkZeSodpHYKIqCu+HUsurG82F81Lj9rd7OZNCSnZbUYiPv8dkYe4qBkBLile1vcaByJ9lJmfx+8ExsBum9Jto/2YOTQDrbeCH6Yz5UV8zzm1/BHfQwLvcyftbj2qi0djgTwcoKqpd83jgzEAyiTkrCOnoMtrHj0KU1Nl/sbNc43uNVIhHqt2ym5qsvaNi1EwB9Zhb2667HMmw4Kk30D4b7sTGHwhGq6nzNZmB8Lfok+QKt9ElSgd1ibExeUlt2qm7sk3T6smqX380LW16hyH2Y3qkX8KsBt2HSmqI2Voj/NW5rMt7YPEZr4v9rhxDtSH5KLn8Zeg/PbZ7H18XfUu2rYUbfKeg1sT9bQ5fuIOPW6aRNvIHapV/hWraMms8/peaLz0keciG2cVeipF8U8zgEhD0e6latpPabrwiWlwFg7tMP25VXktR/YEz32Hgaghw66j5xsF2zsuqqOh+t/Upq0GlabS9wvE/SuZRVH60v47nN86jy1XBJ5lCm9Z4clRYnQrQVmcFJIJ1tvBC7MXuDXuZsfY29tfvpmpLPbwbeHvWzcn5KJBjAvWY1tV99ib+4CABTly4kjRhFyohRaFNS2jSeeGjL57SiKDTs3YPr22V41q1FCYVQabVYLhlJ6vgrMXTJjcrjRCIK1W5fU1+kk8+Hqfe1XlZtTdafqERqcT6MiRRzdMuq99TsY87W12gINTCx61VcUzAuZmXbne3nlow3No/RGklwEkhnGy/EdszBSIg3dy5kbdlGUg02fjvoTnKSs2LyWD+m6Y136dd4Nm5ACYVAoyF58BBSRo0mqW+/drEHJBba4jkdrKrCvWYVrhXfETx6FABdRibWy8aQMnIUWsvZJ5L+QLjV9gIVNY0belsrq9Zq1DhsRnKcFqxmXbNExki6zYRB1zazJ9+VrOJ/93yAChW39v45w7NiO2vY2X5uyXhj8xitScyfikJEgU6t5fa+U8gwO/n4wBKeWP8sd/SdwiBH2/YRUqlUmHv2wtyzFzYDHPjkS1zfLcezfh2e9evQJFtIvmgolmHDMV3Qs8OVKMdD2O3GvX4t7tWraNi7B6Bxtmb4CKxjLm/8Pv7IjIWiKLjqAy2Wj04kMj7q6lvvk5Rs0pGfaWlqK+CwnlhOslkMqFWquL0BhiNhFu1dzLclP5CsS+KuATPoYeva5nEIES2S4AjxI1QqFRO6jiMrycn8He8wZ+trXN/tGq7OHxuXk1Z1KRZSx1+Jbdx4/AcPULdyBe61a3EtX4pr+VI0NhuWiy4mefCQxjfpBJ3ZORfB6mrqN2/Es3ED3t27IBwGlQpTr96kDB9B8kVD0SQlnfj/oQiVrubLRy2XlAKnK6tOMZJbkIoj1XxKVVJ7LauuD3p5edsb7K4pJDspk7sH3kGayR7vsIQ4L+3z1SZEOzPYOYA0UxovbnmVxfs/p7T+KLf2/nnUupGfLZVKhbFrN4xdu+G4ZRoNe3ZTt2YVnvXrqf36S2q//hK1yYS53wCSBw0macDATtfoU4lE8B86SP22rXg2bcR/6GDTvxny8rEMvwR1/wupVpnYWeulYnMFFTVFTTMxte7W+ySZDBoy08wtEpfjJ/XaUwxoOtgMWml9GS9ueZWKhioGpPfljr5TotqAVoh4kQRHiDOUa8nm/1x8L3O3vsa6sk2U1pdxV/8ZOMxpcY1LpdFg7tMXc5++KLfOwLt7F/WbN+HZsgnPujV41q0BlQpDl1zMvftg6t0HU89eaEzRLfeNN0VRCJaX4d2xA+/O7Xh37STi9Tb+m1qNv0t3KjN7cMCSR7FfR8WOBho2bj/lflRAaoqBXnk20m0tWww4bCaSjNqE6ZO0oXwLr+/8XwLhAFflj+X6ble32bEIQsSabDJOIJ1tvBCfMQcjId7du5jvSlZi0hq5ve+UmJ583NzZjFdRFAJHSqjfvIn6HdvxFe5t3KAMoFZj6JKLsVt3jF27YerWDV1GZrvbv/Nj4434/fgO7Kdu9148e/cSKjqA2utp+ne3Ppn9xiwOmDI5YM7B32y2Ta873iepeUm18VhZtQmdNn7fh7Z4TocjYT7c/xlfF32LXqNnep9fcKFzYEwf83Q6288tGW9sHqM1MoMjxFnSqbVM6XUjBSm5vLP7PV7Y8ioTCsZzbdfx7eq3X5VKhSGnC4acLtivnUgkEMC3rxDvrp14d+3Ef+gg/qJDuJZ9A4DaZMKQm4c+JwdDdpdjn3PivrQVDgapLjpCVeEhvEWHCJeWoK0qw1xfQ/N5FLc2iSPJ+RwyZXHQnIViteOwm3FYTfRqOqW3cV9MSpI+YWZhzpY74OHlbW+wt3Y/GWYHdw2YQVZSRrzDEiLqJMER4hxdkjWUnOQs5m59nc8OfsWhumJm9L2lzc/LOVNqvb5pKQsgEgziLy7Gd3A/vv378B04QMPePTTs2d3yduYkdOnpjR9p6WjT0tFarWgslmMfKWiSk8969kdRFJRAgHC9h4aqGmpKK6grr8ZbWU2wugp1bRXG+lrMfg9qFNTA8e+sT63nsMmJy5qFPyMXTV5XbFkO8mwmLkptnJkx6OVQupMV1h7gle1vUet3MdjRn9v6/AKT7LcRCUqWqBJIZxsvtI8x1we9vLrjbXZU7caqT+HOflO5ILV7TB4r1uON+P0EjpYSKCnBf6SEwJESghUVBKsqUQKtlz4fp9LpUOn1qPUGVHo9Kp2OpmN3FYVwJEI4ECLs90HAjzoY4KfmUOq1ZrxmK6GUVFSOTAxdcrF2K8CRl0mqxYhanXizMLG4xhElwpeHlvHxgS9QFIUbul/DlXmXt4tZrPbwGm5LMt7YPEZrZAZHiPOUpDPz24F38nXRt3y0/3Oe2jiHa7uO55qCce1qyepMqA0GjPkFGPMLWnxdURTCbjfBygpCVVWE3HWE3e5jH3WEPR4ifj9Bn5+Az4dS50EJBVEUiCgQoTHXiajUBNRaAupkgkYtAbUOxWBEZUlBa7ViSk0lyWHHlp2Bo2sOXbtndqo3g1ioC7iZv/0ddtXsxWawcme/aXK+jegUJMERIgrUKjVX5l9Od1tX5m17k08OfMnemv3c3m9KQnReVqlUaCwWfDoTlSZH47kwxgbKdQ1UqhsoVxqoCftRkjmxjnSMUa9prERKPbXNgN1iOKc+SeLM7Krey6s73sYd8NA/rQ/T+/6CZF3ST99QiAQgCY4QUdTNms+Dw/6TN3cuZHPldh5b82+m9f45g9v49ONzFY5EqKnzt2wx0KxrdYP/1D5JKsBmMdAz19asP5KxKZlJNkW3T5L4acFIiMX7P+ebou9Qq9RM7jGRsbmj5TqITkUSHCGiLEln5q4BM/i2ZCXvF37M3K2vcUnWUH5+wQ3tYkNngz907DRe30ktBhqoOk2fJJ22say6V66N9GOn8x4vr063GtFpZUNve1HiKeXV7W9zpP4oTlM6d/SbSn5KdBqFCtGRSIIjRAyoVCrGdBlJr9QezN/xNqtK17G3Zh8z+k6J+f6HiKLg8gQor/E2zbxUNkti3N5gq7ezmHUUZFoaZ2BanA9jwpqsRy2//bdrESXC10Xf8vH+JYSUMKNzRnBjj+swxOm0bSHiTRIcIWIoM8nJny/6PZ8d+Iolh5byPxte4Iq80UzsejV6je6c7zcQDFPh8jV1qG4+C1Pp8hE8TZ+kdKuR/AzLiRYDx2Zi0q3GdtsnSfy0cm8lb+5aSGHtASz6ZG7rfTP90/vEOywh4kp+ogkRY1q1luu7X0O/9N7M37GAr4u+ZWvFDm7tc/NpZ3MURcHtDbZIXCpqGqj1Bikpd1Prab1kO8moJTs9qWV7AWvjfhh7SmKWVXdmESXCN8Xf8fH+LwhGggxy9Gdqr5va7VlMQrQlSXCEaCPdrAXMGvZHPt6/hKXF3/PvDc9zcfrFDDSPwlUXOZbI+BorlFwN+APhU+5DrYJUi5E++alNG3lb9kk691kh0bEc8RzlzV2LOFhXRLIuiel9buZC5yDZSCzEMZLgCBFD9b5jszDHlpEaN/Z2weAbjde5nrWVa1nt30rwYD8iLgcABp3mRBXSSaXVvbo7qK2pj/OoRDwFIyG+PLSUzw9+Q1gJMzRjMD+/4AaZtRHiJJLgCHEeIhGFarevcR+My9eUyBzf2FvvO7WsGsCWbCO3ZgJh7R7KDFtR91pPj+ReTO5xPbmpjtP+Fh7PJpAi/nZW7+F/d39AeUMlVr2FKb1uYqCjX7zDEqJdkgRHiJ/gC4SaSqqPLx8d39hbeZqyaq1GjcNmpHuO9cTBdsc6VqfbTBh0x8uqh1HiKeWd3e9T6NrNv7ce4NqC8VyROxqNWkqvRaNav4t39y5mQ/kWVKi4vMsoJna7CpPWFO/QhGi3JMERnZ6iKNR6Ak1nwpy8sbfuR8qq8zMtOG0m0m3Hu1WbcKaaz6qsOic5iz9eeDerj27gg8JP+GDfp6w+up6fX3ADve0XRHOoooMJRUIsO7yCTw98iT8coCAljym9biTXkhPv0IRo9yTBEZ1CMBSm8pQlpBNnxAROU1adlmIk15mMI9V8bCbmxMbeaJZVq1VqRmQNZWB6Xz7a9xkrjqzWgZOzAAARn0lEQVTh6U1zGZDehxt7TCTD7IjaY4n2T1EUNldu5/3CT6hsqMKsNTGt12RGZF/c4fqbCREvkuCIhKAoCu6GYCvnwjQuLdW4/a3ezmTQkpWW1Ji4nLSh155iQKNu2zeTJJ2Zqb0nMyp7OO8WLmZr5U62V+1mTM5IJnQdj4PWu+aKxHGgppiXNr7D3tr9qFVqLu8yigldx0sPKSHOkiQ4osMIhSNU1/lOJC41Dbgaghwuc1NR24CvlbJqFWBPMdA7z3ZKSXVjWbW2XZbV5qV04T+H3M3mim28X/gJSw9/z+qj67mp3zVcZLsIvZxOm3AqG6r59MCXrDm6AQWF/ml9uKnHdWQkOeMdmhAdkiQ4ol3x+kKn7IM5vqxUXecnopy6oVevU5+0kfdEEpOWYuywlUcqlYrBzgH0S+/D8sMr+PzgN7yx+X0W67/imoLxjMy+GK1aXsIdXa3fxZKD37DiyBrCSph8aw43dL1W9l8JcZ7kp6NoU5GIQo3b33Ijb7NE5nRl1dZkPd1yUpp6JB1PaHr3SCfYEGiXszDRolNrGZ83hpFZw1hZtZKPd33Ngj3v81XRcq7reiVDMwZLxVUH5AnU82XRMpYfXkEwEsJhSmNi16u4uv+lVFXKWUdCnC9JcETU+QPhViqSGpeWqlwNhMKtlVWrSLea6J5jxWE1HdsPY2yqUDpRVt1SqsVIha/1KqdEY9aZmDJgEhfbL2bJwW/4vmQVr+1cwKcHvuTK/MsZnjUUnczotHu1fhdfFS1nRclqApEgNoOVawvGc0nWUDRqjWwiFiJK5KehOGuKouCqD5x0Qu+JJKauvvU+SckmHblOS2PiclLHapvFIN2qz1CK3sLNPScxLu8yvji0jJWla3l793t8euArxuddxqicS6SDdDtU4a3iy6KlrCpdT1gJYzNYuSFvDJdmD0d3Ho1XhRCtkwRHtCoYilDpapa41LRcTmqtrFqtUpFmNdCvILVxL0yzJCbdasJslKdbNNmNqUzpdSMTCsbxdfG3fFeyincLP+bzg98wKmc4l+WMINVoi3eYnZqiKOxzHWRZ8fdsqtiGgoLDlMZV+WMZlnmh7KESIobk1dVJKYpCvS/U4lyYphJrVwM1dX5OXUgCk0FDZpq5RTm1o2lDb9uXVQuwGlK4qcdErsofy7LiFXxb8gNfHFrKV0XLGeIYwNjcS+lqzY93mJ1KKBJifdlmlh3+niJ3CdB4oONVeZczxDlQ9kwJ0QYkwUlg4UiEqjp/K2fDNH40+Fsvq7ZZDPTMtZ1yLowztf2WVQtI1iUxsdtVXJU/lnVlG1la/D3ryzezvnwzeZYuXJo9nIsyBmHUGuMdasKq8FbxQ+kaVpWuoy7gRoWKQY7+jO1yKT1sXeW1I0QbkgSng2vwnyir9m47yoESV1NCU1XXep8kvVbdOPOS27ykuvGE3nSrEZ1WfrvsyPQaHSOzhzEi62L21Oxj6eHv2Va5k7d2v8uiwsUMdQ5iZPYwClLy5A03CoLhIJsrtrGidC17agoBMGlNXJE7mjFdRpFussc5QiE6J0lw2rmIolDboqza16Ks2tPQegVRillHQZal1fNhrEl6eWPrBFQqFb3sPehl70GNr5ZVpetZWbqGH0rX8kPpWjLMToZmDGJoxmCc0grirESUCHtr9rOubBObKrbiDTUAcIGtGyOzhzHYMQC9bBwWIq4kwWkHAsEwFS5fq8tIFbU+QuHW+ySlW40UZFmalpG659kxqiHdZsSol0srTkg12pjQdRxXF4xld00hPxxZw9bKHXxy4Es+OfAleZYcLsoYzBDHQNJMqfEOt12KKBEO1hWzoWwzG8o34wq4AbDqU7gybzgjsi+WnmFCtCPyLtgGFEXB7Q223MjbLJGp9bReVp1k1JLjSDrWofrYLIy1sWeS3WJErW45C+NwWKiocLfFkEQHpVap6WPvSR97TxpCPrZUbGdd+SZ2Ve+lyF3C+4WfkJOcxcD0vgxI70uepUunnu0LhAPsrilkS8UOtlbtwB3wAJCkNTMqezhDMwbTw9ZVzq4Roh2SBCdKQuEIVS5fKy0GfFS4GvC31idJBWkpRvrkHyurthlxppqb9sMkGWWKW8SOSWtkeNZFDM+6CHfAw6aKrWyp2MGemkI+85Ty2cGvsepT6JPWk16pPeiV2gOrISXeYcdURIlQWl/G7uq97K4pZHfNPoKRxmXgZF0SI7IuZpCjH33sPaXEW4h2Tl6hZ6HeFzzlPJjjSUy120crbZIw6DXNDrQzttgTk2Y1otXIb34i/iz6ZEbnjGB0zgh8IR87q/eytXIH26p2sqp0HatK1wGQmZRBr9QedLPm0zUlD7sxtUPP8IQjYUrqSznoKqKw9gC7awrxBE+0Scg0Oxno6MeA9L4UpOTKTI0QHUjUE5zHHnuMzZs3o1KpmDVrFgMHDoz2Q8RMJKJQXefj5PYCx5eVvP7W+ySlWgxckGM9pazaYTNhMes69BuA6HyMWiNDnAMY4hxARIlQ4iltnM2oLqSwdj/L61ew/PAKoDExKkjJoyAlj5zkTLKTsrAbbe3yOR+KhCjzVnDEc5RidwkH64ooch8mGDnxurYZrAzPvIheqT3omdpdDkoUogOLaoKzZs0aDh06xIIFC9i3bx+zZs1iwYIF0XyI8+YLhFo9mbexT1LrZdVajRqHzcgFXawtDrY7vidGf5o+SUJ0dGqVmlxLDrmWHMbnjSEUCVHkPswBVxEH6oo46Cpia+UOtlbuaLqNUWMgKymTrKQM0k120k120kx20ox2knVJMU1+wpEwtX4XVb5qKhtqqGqooqKhiiP1RynzVhBRTmzYV6EiOzmTril5FFjz6ZaSh9PsaJfJmRDi7EU1wVm5ciXjx48HoHv37rhcLjweD8nJydF8mDNS7wuyZW0R+4pqqHCd2Nhb5229rNpi1lGQ2ViRlH5sFub4xl5rsl76JAkBaNVaulkL6GYtaPpard/FobrDHPEcpbT+KCX1RznkLuZA3aFTbq9T67Dokxs/dI2fzToTBrUevUaPQdP4Watq/KXB4jXhrmtAAYKREIFwAH/Yf+xzAE+wHnfAgzvowR3w4AnWt0hijjNqDORbcslOziA7KYuc5ExyLV0wag2x+lYJIeIsqglOZWUl/fr1a/q73W6noqIiLgnOu8v3s2xjSdPfNWoVaVYjuRknnw3TuKHXZJDtSEKcC5vBis1hZZDjxGs/GAlR4a2kyldNVUMNlb4qqhpqqPHX4g54KHEfIaScuvH+XBk1Riz6JNJNduzGVNKNdtJMaaSbUkkzprXbZTMhROzE9F1daW3XbTOpqWa0MTo1d/q1fRnU04Ej1UxmWhLpNhMadeL/gHM4LPEOoc11tjF3lPFmc/rzdBRFoSHoo9ZfhzfQgC/kxx8O4A/58YX8hCOnzsLoNFqMWgMGrb7xs8ZAiiGZFEMyem1idU/vKNc4WmS8iS1e441qguN0OqmsrGz6e3l5OQ7H6Q++qqnxRvPhW1AB44flN54LEw5TXeWJ2WO1F53xHJzONuZEG68OM1bMWNWAGjjpZIQfHW8YFC+4vH7AH+NI206iXeOfIuNNbG0x3tMlUFGteRw1ahRLliwBYPv27TidzrgsTwkhhBCic4vqDM6FF15Iv379mDJlCiqViocffjiady+EEEIIcUaivgfnL3/5S7TvUgghhBDirMixnEIIIYRIOJLgCCGEECLhSIIjhBBCiIQjCY4QQgghEo4kOEIIIYRIOJLgCCGEECLhSIIjhBBCiIQjCY4QQgghEo4kOEIIIYRIOJLgCCGEECLhSIIjhBBCiISjUhRFiXcQQgghhBDRJDM4QgghhEg4kuAIIYQQIuFIgiOEEEKIhCMJjhBCCCESjiQ4QgghhEg4kuAIIYQQIuFIgiOEEEKIhJNwCU4oFOL+++9n6tSp/OIXv2DdunUA7Nq1iylTpjBlyhQefvjhOEcZXWvWrGHEiBEsXbq06WvTp09n8uTJTJ8+nenTp7Nt27Y4Rhh9rY05ka/xce+99x5jxoxpuq7PP/98vEOKmccee4xbbrmFKVOmsGXLlniHE1OrV6/mkksuabqujzzySLxDipk9e/Ywfvx43njjDQBKS0uZPn0606ZN4w9/+AOBQCDOEUbXyeN94IEHuP7665uu9bJly+IbYJT961//4pZbbmHy5Ml88cUXcb2+2jZ7pDby4YcfYjKZePvtt9m7dy8PPvggixYt4tFHH2XWrFkMHDiQP//5zyxfvpwxY8bEO9zzVlRUxCuvvMKFF154yr89/vjj9OzZMw5Rxdbpxpyo1/hk1157Lffff3+8w4ipNWvWcOjQIRYsWMC+ffuYNWsWCxYsiHdYMTVs2DBmz54d7zBiyuv18sgjjzBixIimr82ePZtp06YxYcIEnnzySRYtWsS0adPiGGX0tDZegD/96U+MHTs2TlHFzqpVq9i7dy8LFiygpqaGG2+8kREjRsTt+ibcDM4NN9zAgw8+CIDdbqe2tpZAIEBJSQkDBw4EYOzYsaxcuTKeYUaNw+HgmWeewWKxxDuUNtPamBP5GndGK1euZPz48QB0794dl8uFx+OJc1TifOn1eubOnYvT6Wz62urVqxk3bhyQeK/b1sabyC6++GKeeuopAFJSUmhoaIjr9U24BEen02EwGACYP38+EydOpKamhpSUlKb/k5aWRkVFRbxCjCqTyYRGo2n132bPns2tt97KQw89hM/na+PIYqe1MSfyNT7ZmjVrmDlzJrfffjs7duyIdzgxUVlZSWpqatPf7XZ7wl7P4woLC7n77ruZOnUqK1asiHc4MaHVajEajS2+1tDQgF6vBxLvddvaeAHeeOMNZsyYwR//+Eeqq6vjEFlsaDQazGYzAIsWLeKyyy6L6/Xt0EtUCxcuZOHChS2+du+99zJ69GjefPNNtm/fzgsvvHDKE6ijtt/6sfGebMaMGfTq1Yu8vDwefvhh3nzzTWbOnNlWoUbN2Yy5uY56jZtrbezXXXcd9957L5dffjkbN27k/vvvZ/HixXGKsO0kwvX8MQUFBdxzzz1MmDCB4uJiZsyYwRdffNH0xtBZJPp1Bpg0aRI2m40+ffowZ84cnnnmGR566KF4hxVVX331FYsWLWLevHlcddVVTV9v6+vboROcm2++mZtvvvmUry9cuJBvvvmG5557Dp1O17RUdVxZWVmHnDI83Xhbc+WVVzb9+YorruDTTz+NVVgxdaZjTpRr3NxPjX3IkCFUV1cTDodPO4vXUTmdTiorK5v+Xl5ejsPhiGNEsZWRkcG1114LQF5eHunp6ZSVlZGbmxvnyGLPbDbj8/kwGo0J8br9Kc3341xxxRX87W9/i18wMfDdd9/xwgsv8NJLL2GxWOJ6fRNuiaq4uJh33nmHZ555pmmpSqfT0a1bt6aKqi+++OInZwA6MkVRuOOOO6irqwMa17gvuOCCOEcVW53lGs+dO5ePP/4YaKzOsNvtCZfcAIwaNYolS5YAsH37dpxOJ8nJyXGOKnY++ugjXn75ZQAqKiqoqqoiIyMjzlG1jZEjRzZd60R93TZ37733UlxcDCTez2a3282//vUvXnzxRWw2GxDf66tSEmxO8Mknn+STTz4hOzu76Wsvv/wyRUVFPPTQQ0QiEQYNGtS0EbmjW7ZsGS+//DL79+/HbrfjcDiYN28en376KS+99BImk4mMjAweffRRTCZTvMONitONubCwMCGvcXNHjx7lvvvuQ1EUQqFQU9VYInriiSdYt24dKpWKhx9+mN69e8c7pJjxeDz85S9/oa6ujmAwyD333JOQFYDbtm3jn//8JyUlJWi1WjIyMnjiiSd44IEH8Pv9ZGdn8/jjj6PT6eIdalS0Nt7bbruNOXPmYDKZMJvNPP7446SlpcU71KhYsGABTz/9NF27dm362j/+8Q/++te/xuX6JlyCI4QQQgiRcEtUQgghhBCS4AghhBAi4UiCI4QQQoiEIwmOEEIIIRKOJDhCCCGESDiS4AghhBAi4UiCI4QQQoiE8/8BlF9YFqKIUl0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1TegkGte8JDq",
        "colab_type": "text"
      },
      "source": [
        "> A FIGURE is like a 'container' holding all our plots.\n",
        "\n",
        "And the 'axes' are the multiple plots."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oR2feVwx8e3-",
        "colab_type": "text"
      },
      "source": [
        "#So basically, from largest to smallest :-\n",
        "\n",
        ">FIGURE\n",
        "\n",
        ">>Axes\n",
        "\n",
        ">>>plots"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SRIfvJ9S9dg3",
        "colab_type": "text"
      },
      "source": [
        "##Getting The Same Plot as above using the *Subplot* technique.\n",
        "\n",
        "1. plt.plot ----> ax.plot\n",
        "2. plt.xlabel ---> ax.set_xlabel\n",
        "> Same as 2. for title etc namings."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "niIm2Y9-2rPJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 393
        },
        "outputId": "1eba9fb5-8ec0-426f-ca76-d561a5a24259"
      },
      "source": [
        "#instantiate a figure and an axis(or multiple.)\n",
        "fig , ax = plt.subplots() #by default 1X1 canvas. \n",
        "\n",
        "ax.plot(A,B)\n",
        "ax.plot(A,C)\n",
        "ax.plot(A,D)\n",
        "\n",
        "ax.set_xlabel('X-Axis')\n",
        "ax.set_title('Title')\n",
        "\n"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Title')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OeiX4X5w-qPX",
        "colab_type": "text"
      },
      "source": [
        "###Now Splitting and getting Multiple Axes/Plots on our FIG-Canvas."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V6podWxX3V9u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "outputId": "76d7db34-a595-4719-c861-cb4e8df84165"
      },
      "source": [
        "#Make Sure you un-pack the axes in a (Tuple)\n",
        "fig , (ax1,ax2,ax3) = plt.subplots(nrows=1,ncols=3)\n",
        "\n",
        "ax1.plot(A,B,label='Axis 1')\n",
        "ax1.set_xlabel('X axis 1')\n",
        "ax1.set_title('Hey')\n",
        "\n",
        "ax2.plot(A,C,label='Axis 2')\n",
        "ax2.set_xlabel('X axis 2')\n",
        "ax2.set_title('Bro')\n",
        "\n",
        "ax3.plot(A,D,label='Axis 3')\n",
        "ax3.set_xlabel('X axis 3')\n",
        "ax3.set_title('Whaddup?')\n",
        "\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "\n",
        "\n",
        "plt.tight_layout()\n",
        "\n",
        "\n"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BZ7u_pX3CZOw",
        "colab_type": "text"
      },
      "source": [
        "VARIATION 1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t7tltDkIAXHn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "outputId": "c8f8d254-16d1-424e-fe50-6f89830f4c83"
      },
      "source": [
        "#Make Sure you un-pack the axes in a (Tuple)\n",
        "#What shareX does is it removes the x ticks from top plots, and uses at bottom.\n",
        "fig , (ax1,ax2,ax3) = plt.subplots(nrows=3,ncols=1,sharex=True)\n",
        "\n",
        "ax1.plot(A,B,label='Axis 1')\n",
        "ax1.set_xlabel('X axis 1')\n",
        "ax1.set_title('Hey')\n",
        "\n",
        "ax2.plot(A,C,label='Axis 2')\n",
        "ax2.set_xlabel('X axis 2')\n",
        "ax2.set_title('Bro')\n",
        "\n",
        "ax3.plot(A,D,label='Axis 3')\n",
        "ax3.set_xlabel('X axis 3')\n",
        "ax3.set_title('Whaddup?')\n",
        "\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZAq7Nh8PDQVI",
        "colab_type": "text"
      },
      "source": [
        "Multiple Figures, each for each plot."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KDOf3JYnCfWA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "651478a4-bf86-4aad-bed7-5a89dd11713e"
      },
      "source": [
        "fig1 , ax1 = plt.subplots()\n",
        "fig2 , ax2 = plt.subplots()\n",
        "fig3, ax3 = plt.subplots()\n",
        "\n",
        "ax1.plot(A,B,label='Axis 1')\n",
        "ax1.set_xlabel('X axis 1')\n",
        "ax1.set_title('Hey')\n",
        "\n",
        "ax2.plot(A,C,label='Axis 2')\n",
        "ax2.set_xlabel('X axis 2')\n",
        "ax2.set_title('Bro')\n",
        "\n",
        "ax3.plot(A,D,label='Axis 3')\n",
        "ax3.set_xlabel('X axis 3')\n",
        "ax3.set_title('Whaddup?')\n",
        "\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "\n",
        "\n",
        "plt.tight_layout()"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TAXGcQFWD9Tt",
        "colab_type": "text"
      },
      "source": [
        ">Multiple Figs and Saving each Fig."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CooqpxYED8ty",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fffa0fb5-57ca-4db1-c519-64422627c89b"
      },
      "source": [
        "fig1 , ax1 = plt.subplots()\n",
        "fig2 , ax2 = plt.subplots()\n",
        "fig3, ax3 = plt.subplots()\n",
        "\n",
        "ax1.plot(A,B,label='Axis 1')\n",
        "ax1.set_xlabel('X axis 1')\n",
        "ax1.set_title('Hey')\n",
        "\n",
        "ax2.plot(A,C,label='Axis 2')\n",
        "ax2.set_xlabel('X axis 2')\n",
        "ax2.set_title('Bro')\n",
        "\n",
        "ax3.plot(A,D,label='Axis 3')\n",
        "ax3.set_xlabel('X axis 3')\n",
        "ax3.set_title('Whaddup?')\n",
        "\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "\n",
        "\n",
        "plt.tight_layout()\n",
        "\n",
        "fig1.savefig('figure1.jpg')\n",
        "fig2.savefig('figure2.jpg')\n",
        "fig3.savefig('figure3.jpg')"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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t+DT/zJyfySNSDE5y6VTI7Zgy8swbu2qbzpJFRDxVRU0T2wvtpMSG0i8l3Og4l0yF3I7MjEjio4LJ21dOTX2z0XFEROQ8PttxAmebi8kjkzGZvG8y11kq5HaYTSYmj0g+t8m1iIh4llZnG5/tOElQgIWxVyQYHeeyqJA7cNXgRAL8/Vidf4K2NpfRcURE5GvyC+1U1TUzPiuRAKuf0XEuiwq5A8GBFsYOTuBUdSM7D2l9axERT/Lpl3N8JnvRNosXokLuhLNvtCZ3iYh4juNlNRwormJwryjio4KNjnPZVMidkBIbSv/UCPYcraDkVJ3RcUREBFjlA7c6fZ0KuZPO3gK1Ol/rW4uIGK2+sYXNe0uJCQ9kSB/vW7f6fFTInTS8XwwRoVbWF5TQ0NRqdBwRkR5t3a4SmlvayBme7JXrVp+PCrmTLH5mcoYn09jsZOPuUqPjiIj0WG1tLj7dVozVYvbadavPR4V8Ea4elozFz8TKbcW0uXQLlIiIEXYecuCoamTMoARCg/yNjuM2lo6e0NDQwMMPP8ypU6doamri7rvvZuDAgTz00EM4nU5iY2P54x//iNVqZdmyZbz66quYzWZuu+02Zs2a1R1j6DZhIVauzIxnw+5S9hw5TZYX7rcpIuLtVm49c8fL1JG+MZnrrA7PkFevXs3gwYNZtGgRzzzzDH/4wx949tlnmTNnDq+99hrp6eksWbKE+vp6nn/+eV555RUWLlzIq6++SmVlZXeMoVtNyT7zDXD2G0JERLrPCXst+45VMDAtgpS4UKPjuFWHhXzdddfxox/9CICSkhLi4+PJy8tjypQpAOTk5LBp0yZ27txJVlYWNpuNwMBARowYQX5+ftemN0BGQhh9U8IpOHyK0tP1RscREelRzi4EMjU71eAk7tfhJeuzZs+eTWlpKS+88AJ33XUXVuuZ/Sajo6Ox2+04HA6ioqLOPT8qKgq73d7uMSMjg7FY3LvUWWysza3HO5+bc/rx1MKtbNxbxk9mDumy1+mOsXQXjcXz+Mo4QGPxRF0xjtr6ZjbuKSMuMoipY3vh102zq7vrPel0Ib/xxhvs27ePX/ziF7i+NqHJdYHJTRd6/OsqKtx7hhkba8Nur3HrMc+nb0IokbYAPvn8ONeOSiUooNP/jJ3WXWPpDhqL5/GVcYDG4om6ahwf5x2nucXJpGHJnD5V6/bjn4+7x9JeuXd4yXr37t2UlJzZ6SgzMxOn00lISAiNjY0AlJWVERcXR1xcHA7HV2s9l5eXExcXd7nZPdLZW6Camp2sL9AuUCIiXe3crU7+ZiYMTTQ6TpfosJC3bt3Kyy+/DIDD4aC+vp5x48axfPlyAFasWMGECRMYOnQoBQUFVFdXU1dXR35+PtnZ2V2b3kAThyVh8TPzqW6BEhHpctsPODhV3ci4QQmEBPrOrU5f1+G11tmzZ/OrX/2KOXPm0NjYyGOPPcbgwYP55S9/yeLFi0lKSmLGjBn4+/szf/585s2bh8lk4p577sFm843PQs4nLNjKmEHxrN9Vwq6DpxjWL8boSCIiPuuTrUXAV8sY+6IOCzkwMJCnn376O48vWLDgO4/l5uaSm5vrnmRe4JrsVNbvKuGTrUUqZBGRLnKstIbCokoG9YoiOda3bnX6Oq3UdRlS4kLJTI9k37EKjpd5/0QMERFPtGLLmbPja0b53q1OX6dCvkzTvvwG0UIhIiLuV1nbxOf7ykiMDmZQr6iOv8CLqZAv05A+0cRHBrF5bylVdc1GxxER8Smr8otxtrmYlp2K2eQbuzpdiAr5MplNJqZmp9LqdLE6X2fJIiLu0tziZM32k4QEWhg7OMHoOF1OhewGV2UlEBxgYc32E7S0Oo2OIyLiEzbtKaW2oYVJw5MJ8Hfvqo6eSIXsBoFWC1cPS6K6voXNe8uMjiMi4vVcLhefbC3Gz2xi8gjfvdXp61TIbjJlZApmk4lPthR3atlQERG5sD1HT3PSUceogXFE2gKMjtMtVMhuEhUWSPbAWIrttew9VmF0HBERr7b88zO3Ok3z8Vudvk6F7EbTR6cBsPzz4wYnERHxXsXltew5cpr+qRH0SgwzOk63USG7Ua/EMPqnhLP78GmK7d2zE4mIiK9ZvuXMSU3ulyc5PYUK2c2mX3nmG2jFl5dbRESk8ypqmti8p4yEqGCG9I02Ok63UiG72dC+McRHBbN5bymVtU1GxxER8SpnFwK5ZrTvLwTybSpkNzObTFwz6sxCIZ9u00IhIiKd1dTsZM32E9iC/Rk3yPcXAvk2FXIXGDc4gdAgf9ZsP0FTsxYKERHpjPUFJdQ1tpIzPBlrD1gI5NtUyF0gwN+PySOSqWtsZX1BidFxREQ8XlubixVbjuNvMfeYhUC+TYXcRSaPSMHiZ2bFluO0tWmhEBGR9uQX2rFXNjJucAJhIVaj4xhChdxFwkKsjBucgL2ykfxCu9FxREQ8lsvl4qO845jw/T2P26NC7kLTR6diAj7KO6blNEVELqCwqJIjJdUM6xdDYnSI0XEMo0LuQonRIQzvH8uRkhr2H680Oo6IiEf6KO/MQiDXjkk3OImxVMhd7NoxZxYKOfsNJyIiXym217Lr0Cn6pYTTNznc6DiGUiF3sT5J4fRPjaDg8CmKyrWcpojI132ss+NzVMjd4Novl9P8OO+YwUlERDzH6epG8vaWkRQTwpA+PWuZzPNRIXeDIX2iSY4NIW9vOY6qBqPjiIh4hBVbinC2ucgdndbjlsk8HxVyNzCZTOSOTqPN5eKTLVpOU0SkrrGFz3acJCLUyphB8UbH8Qgq5G5y5RXxRNoCWLvzJLUNLUbHEREx1Or8EzS1OLlmVBoWP1URgKUzT3rqqafYtm0bra2t/OQnP2HVqlXs2bOHiIgIAObNm8ekSZNYtmwZr776Kmazmdtuu41Zs2Z1aXhvYvEzM31UKm+sOsiqbcV8b3wvoyOJiBiiqcXJJ1uLCAqwcPWwJKPjeIwOC3nz5s0cOHCAxYsXU1FRwcyZMxkzZgw///nPycnJOfe8+vp6nn/+eZYsWYK/vz+33nor06ZNO1faAhOHJfHexqN8srWIa0anEmjt1O9DIiI+Zf2uEmrqW7h+bDpBAfo5eFaH1wlGjRrFX/7yFwDCwsJoaGjA6fzuDkY7d+4kKysLm81GYGAgI0aMID8/3/2JvVig1cLU7FTqGltZu+Ok0XFERLpdq7ONj/OOYbWYmZbdc5fJPJ8OfzXx8/MjODgYgCVLljBx4kT8/PxYtGgRCxYsIDo6mkcffRSHw0FUVNS5r4uKisJub38N58jIYCwW926xFRtrc+vx3O326QNZ/vlxPtlWzG3TB+Lfzvg9fSwXQ2PxPL4yDtBYPNGFxrFq63FOVTdxw/he9Mnwjluduus96fS1gpUrV7JkyRJefvlldu/eTUREBJmZmbz44os899xzDB8+/BvP78zazRUV9RefuB2xsTbs9hq3HrMrTByaxIotRSxbc5CJQ8//+Ym3jKUzNBbP4yvjAI3FE11oHG0uF2+s2I+f2cTVWYleMVZ3vyftlXunpratW7eOF154gZdeegmbzcbYsWPJzMwEYPLkyRQWFhIXF4fD4Tj3NeXl5cTFxV1mdN80fXQafmYTH20+pq0ZRaTH2F7ooORUPWOuiCc6PNDoOB6nw0Kuqanhqaee4u9///u5CVr33XcfRUVFAOTl5dGvXz+GDh1KQUEB1dXV1NXVkZ+fT3Z2dtem91KRtgCuykqkrKKBrfvLjY4jItLlXC4XH24+igktk3khHV6y/vDDD6moqOCBBx4499jNN9/MAw88QFBQEMHBwTzxxBMEBgYyf/585s2bh8lk4p577sFm843PQrrCtWPSWLfrJB9uOsaogXGYtEqNiPiwfccqOFJSw8j+sSTF9NwtFtvTYSHffvvt3H777d95fObMmd95LDc3l9zcXPck83HxkcGMGhjH5/vKKTh8Wuu4iohP+2DTmbX8rxurs+ML0fIoBrp+bAYA72882qlJcCIi3ujgiSr2HatgUEYkvRLDjI7jsVTIBkqNC2VY3xgOnqjii+OVRscREekS7288CsCNV2mFwvaokA1241UZALy34YixQUREusDR0mp2HTrFgNQI+qdq5cb2qJAN1isxjMG9ovjieCUHinWWLCK+5f2NZz47vuHLkw+5MBWyB7hhXAYA7315WUdExBcUl9eSX2inT1IYV6RHGh3H46mQPUD/1AgGpkWw+/BpjpRUGx1HRMQt3t90FDhz0qFbOzumQvYQZ8+S39dZsoj4gJJTdWzZV05afKhu6+wkFbKHyEyPpE9SGNsPOCgqrzU6jojIZflw0zFcwI06O+40FbKHMJlMX8241lmyiHixEkcdm/aUkRwTwvD+sUbH8RoqZA+S1TuajAQbW78o55g+SxYRL/XmykLaXC5uvCoDs86OO02F7EFMJhM3jT9z4/zrn+w3OI2IyMUrr6hn1bYikmJCyB6oHf8uhgrZwwzpc+YsecPOkxTb9VmyiHiX9zee2Vb2ezo7vmgqZA/z9bPkZRuOGhtGROQilFfUs3F3KanxNp0dXwIVsgca0ieavqkRbP2iXGfJIuI13t94jDaXizumDdDZ8SVQIXsgk8nEnGsGADpLFhHvcPbsOCkmhHFDk4yO45VUyB4qOzP+3IxrnSWLiKc7e3b8vasy8DPr7PhSqJA91Nc/S/7neu0EJSKeq+zLs+PE6GCyB+iz40ulQvZgQ/pE0ysxjG377RwvqzE6jojIeS1bf4Q2l4sZE3pj1tnxJVMhezCTycTMiWfOkt9dp7NkEfE8Jxx1bN5TRkpsKCMHaFWuy6FC9nCDMqLolxLOjoMODp2sMjqOiMg3/HP9EVzAzAm9NLP6MqmQPZzJZGLmhN6AzpJFxLMcL6th6xflZCTYGNYvxug4Xk+F7AUGpkeSmR7JniOnKSyqNDqOiAjw1YTTmRN7a0cnN1Ahe4mZE8+cJb+z9jAul8vgNCLS0x0pqWb7AQd9U8IZ3CvK6Dg+QYXsJfomh5PVO5r9RZXsO1ZhdBwR6eHeWXcYgJkTdHbsLipkL3J2xvVSnSWLiIEKiyrZffg0A9MiyEyPNDqOz7B05klPPfUU27Zto7W1lZ/85CdkZWXx0EMP4XQ6iY2N5Y9//CNWq5Vly5bx6quvYjabue2225g1a1ZX5+9RMhLCGNk/lm2FdnYccGjjbxHpdi6XiyWfHQLglqv7GJzGt3RYyJs3b+bAgQMsXryYiooKZs6cydixY5kzZw7XXnstf/7zn1myZAkzZszg+eefZ8mSJfj7+3Prrbcybdo0IiIiumMcPcbMib3JP2Dn7bWHGdo3Rjfhi0i32nXoFAeLqxjWN4Y+yeFGx/EpHV6yHjVqFH/5y18ACAsLo6Ghgby8PKZMmQJATk4OmzZtYufOnWRlZWGz2QgMDGTEiBHk5+d3bfoeKCkmhKsGJ3LSUcemPaVGxxGRHqTN5WLp2sOYgJuv7m10HJ/T4Rmyn58fwcHBACxZsoSJEyeyfv16rFYrANHR0djtdhwOB1FRX820i4qKwm63t3vsyMhgLBa/y8n/HbGxNrcez0gXGstdNw1m894y3tt0jOsn9sXf4vlTAXrC++JtfGUcoLF0l8/yiykqr2XSyBSGX5HY7nM9eRwXq7vG0qnPkAFWrlzJkiVLePnll7nmmmvOPX6hyUWdmXRUUVHf2ZfvlNhYG3a7b6z53N5YTMCk4Ums3FrM2yv3M2VkSveGu0g95X3xJr4yDtBYukurs43/+WAvfmYTuaNS283pyeO4WO4eS3vl3qlTq3Xr1vHCCy/w0ksvYbPZCA4OprGxEYCysjLi4uKIi4vD4XCc+5ry8nLi4rTrR1e5YWwGAf5+vLfxKE3NTqPjiIiPW7+rhPLKBq4elkRcRJDRcXxSh4VcU1PDU089xd///vdzE7TGjRvH8uXLAVixYgUTJkxg6NChFBQUUF1dTV1dHfn5+WRnZ3dt+h4sLMTK9NGpVNc188nWIqPjiIgPa25xsmzDEaz+Zm4cl2F0HJ/V4SXrDz/8kIqKCh544IFzj/3hD3/g17/+NYsXLyYpKYkZM2bg7+/P/PnzmTdvHiaTiXvuuQebzXc+Q/BE00ensSr/BGXPVmkAACAASURBVB/lHePqYUnYgq1GRxIRH/TJ1iIqa5u5fmw64aEBRsfxWR0W8u23387tt9/+nccXLFjwncdyc3PJzc11TzLpUFCAhRvHZfD6pwd4f+Mx7pjaz+hIIuJjahta+HDzcUKD/Ln2ynSj4/g0z5+eK+2aNDyZmPBAVuUXY69sMDqOiPiY9zcepaGplRvGZRAc2Ol5wHIJVMhezt9i5uare+Nsc/HO2sNGxxERH2KvbGBVfjEx4YHkDE82Oo7PUyH7gNGZ8aQn2Ni8t4yjpdVGxxERH/HO2sO0Ol3cPLG3V6x34O30L+wDzCYTsyadWVP2rdWHtPGEiFy2Y6U1bN5bRnq8jdFXxBsdp0dQIfuIKzKiGNwrin3HKthz5LTRcUTEy7215iAAt+b0waztFbuFCtmH3DqpDybgzdWHaGvTWbKIXJrdh0+x92gFg3pFMSgjquMvELdQIfuQtHgb4wYnUGyvZUNBidFxRMQLtbW5WLz6ICY491GYdA8Vso+5+eo+WC1mlq47TGNzq9FxRMTLrNt1khP2Oq4akkhavBZ36k4qZB8TaQsg98o0qmqb+TjvuNFxRMSLNDS18s7awwT4+zFzgrZX7G4qZB+Ue2Ua4SFWPs47TkVNk9FxRMRLfJR3jOr6Fq69Mo1Im5bI7G4qZB8UaLUwc2JvmlvbWLr2kNFxRMQLnK5uZPnnRUSEWpk+Os3oOD2SCtlHjc9KJCU2lI0FpRwr9Y19SUWk67z92SFaWtu45eo+BFj9jI7TI6mQfZTZbOL2KX1xAYtXHdBiISJyQUdKqtm0p4y0+FDGDk4wOk6PpUL2YYMyohjSJ5ovjleSX+gwOo6IeCCXy8XrKw8AcPvkfloExEAqZB93++S++JlNLF51gJZWp9FxRMTD5O0r4+CJKkb2jyUzPdLoOD2aCtnHJUaHMGVkCo6qRlZsKTI6joh4kKZmJ2+tPoTFz8ysyX2NjtPjqZB7gO9dlYEt2J/3Nx7TbVAics5HeWd+JkwfnUpcRJDRcXo8FXIPEBzoz8yJvWlqcbL0M90GJSJwqqqRj/KOEx5q5fqx6UbHEVTIPcbEIUmkxoWyYXcph09qz2SRnu6tNQdpaW1j1qQ+BFotRscRVMg9htlsYs7UfgC8trKQNt0GJdJjFRZV8vm+cnonhTFmkG5z8hQq5B5kQFok2QPjOHyymo0FpUbHEREDONvaWLSiEIA7puo2J0+iQu5hbs/pi9XfzJI1B6lvbDE6joh0szXbT1Jsr2V8ViJ9ksKNjiNfo0LuYaLDA7lhbAbV9S28u+6I0XFEpBtV1zWzdO1hggIs3Kq9jj2OCrkHmj46jbjIID7NL6aovNboOCLSTZZ8doiGplZmTuhFWIjV6DjyLSrkHsjfYmbO1P64XPC/K/ZrnWuRHuDQiSrW7yohJTaUnBHJRseR8+hUIRcWFjJ16lQWLVoEwMMPP8yNN97I3LlzmTt3LmvWrAFg2bJl3HLLLcyaNYu33nqry0LL5RvSJ5phfWMoLK5i894yo+OISBdqa3Odm8j1/Wv642fWuZgn6vDms/r6eh5//HHGjh37jcd//vOfk5OT843nPf/88yxZsgR/f39uvfVWpk2bRkREhPtTi1vcMbUfu4+c5s1VBxnWN4agAN2LKOKLPtt5kmNlNYwdFE//VP1M9lQd/ppktVp56aWXiIuLa/d5O3fuJCsrC5vNRmBgICNGjCA/P99tQcX9YiOCuH5sOlV1zbyz7rDRcUSkC1TXNfP2mkMEWv2YlaP1qj1Zh6dEFosFi+W7T1u0aBELFiwgOjqaRx99FIfDQVRU1Lm/j4qKwm63t3vsyMhgLBb3boQdG2tz6/GM1B1jufOGQWz5opxV24q5fkIf+qZ0zW/Pel88j6+MAzSW9iz8ZBv1Ta38eEYW/XrFuPXY7dF7cvEu6RrlTTfdREREBJmZmbz44os899xzDB8+/BvP6cxEoYqK+kt5+QuKjbVht9e49ZhG6c6x3DG1H0+/sYNn38jnV3OzMZvdu1CA3hfP4yvjAI2lPfuOVbB6WzHpCTZG94/ptn8nvSftH+9CLumT/bFjx5KZmQnA5MmTKSwsJC4uDofDce455eXlHV7mFs8wKCOKK6+I50hJDZ/tOGF0HBFxg1ZnG4tW7McE3Dl9gNt/0Rb3u6RCvu+++ygqOrO3bl5eHv369WPo0KEUFBRQXV1NXV0d+fn5ZGdnuzWsdJ3Zk/sSFGBhyWeHqaprNjqOiFymj/OOU3KqnpwRyfRKDDM6jnRCh5esd+/ezZNPPsmJEyewWCwsX76c73//+zzwwAMEBQURHBzME088QWBgIPPnz2fevHmYTCbuuecebDbf+QzB14WHBnDL1b1ZtKKQxasO8OMbBxkdSUQuUXllA+9tPEp4iJWbJ2pFLm/RYSEPHjyYhQsXfufx6dOnf+ex3NxccnNz3ZNMut2kYclsKChh854yrspKZFBGVMdfJCIexeVysWjFflpa25h9XT+CA3U7o7fQ3eFyjtls4s7pAzGbTPzPx1/Q1OI0OpKIXKS8vWXsPnyaQb2iGJ2peTzeRIUs35CeYOOa0anYKxtZtl6bT4h4k9qGFl7/9ABWfzN3Th+ASVsrehUVsnzHTeN7ERsRyPLPizhW6hu3Loj0BIs/PUBNfQszxvcmNiLI6DhykVTI8h0B/n7cOX0gbS4Xr3z0Bc62NqMjiUgH9hw5zYbdpaQn2Jg2KsXoOHIJVMhyXoN6RTFucALHymr4ZEux0XFEpB1NLU7+Z/kXmE0mfpA7UJtHeCm9a3JBt0/uS2iQP++uO0x5ZYPRcUTkAv65/gj2ykauGZ1KeoJuN/VWKmS5IFuwlTlT+9Hc2sarH32hfZNFPNDhk9Us//w4sRGB3DS+l9Fx5DKokKVdV14Rz9A+0ew7VsFnO04aHUdEvqaltY2XP9yHywV3XZtJgL97N+uR7qVClnaZTCbuzB1IUICFN1cf5FRVo9GRRORL7208wklHHTnDkxmYHml0HLlMKmTpUKQtgNlT+tLY7OSVj3XpWsQTHCut4cNNx4kOC+TWSVoe0xeokKVTxmclMrhXFHuOnGb9rhKj44j0aK3ONv7xwT7aXC5+cO2ZK1ji/VTI0ikmk4kfXDuQQKsfb6w6SEVNk9GRRHqsDzYdo9hey8ShiQzqpTXnfYUKWTotKiyQ2yb3paGplQUf7dOlaxEDHCut4f2NR4m0BXBbTj+j44gbqZDlolw9NInBvaLYffi0Zl2LdLOWVif//f5enG0u7rpuoHZy8jEqZLkoJpOJu67LJDjAwuJVBymvqDc6kkiP8c66I5z4clb14F7RRscRN1Mhy0WLtAXwf67pT1OL88zEkjZduhbpaoVFlSzPO05cRBC35fQ1Oo50ARWyXJIxV8QzckAsB4qrWLGlyOg4Ij6tsbmVf3ywF4B5N2QSYNUCIL5IhSyXxGQyMXf6AMJCrCxde4gT9lqjI4n4rDdXHcRe2UjumDT6pUQYHUe6iApZLllYsJUf5A6k1enixff20tKqbRpF3G3HQQdrdpwkOTaEGeN7Gx1HupAKWS7LsH4xXD0siaLyWpauPWR0HBGfUlXbxIIP92HxM/OTGwfhb9GPbF+md1cu2+zJ/YiPCmb550XsOXra6DgiPsHlcvGPD/dRU9/CrEl9SIkLNTqSdDEVsly2AKsfP/neFfiZTfz3+3upbWgxOpKI1/t0WzG7D59mcK8opmSnGB1HuoEKWdwiIyGMmRN7U1XbzCvaO1nkshTba3lz9SFCg/z51+szMZtMRkeSbqBCFrfJHZ3GwLQI8gvtrN2pVbxELkVLq5MXl+2h1dnGXdcNJCI0wOhI0k1UyOI2ZrOJH95wBSGBFl5feUC3Qolcgjc+PUixvY5Jw5MZ3i/W6DjSjTpVyIWFhUydOpVFixYBUFJSwty5c5kzZw73338/zc3NACxbtoxbbrmFWbNm8dZbb3VdavFYUWGB3HVdJs2tbfztn3toanEaHUnEa2zYdZLV20+QEhvC7Mlajaun6bCQ6+vrefzxxxk7duy5x5599lnmzJnDa6+9Rnp6OkuWLKG+vp7nn3+eV155hYULF/Lqq69SWVnZpeHFM43oH8uUkSmcdNTx+spCo+OIeAV7ZQN/Xbwdq7+Zn940GKu/VuPqaTosZKvVyksvvURcXNy5x/Ly8pgyZQoAOTk5bNq0iZ07d5KVlYXNZiMwMJARI0aQn5/fdcnFo92W05e0+FDW7ixh7fZio+OIeLRWZxt/X7aHusZW/s+0/iTFhBgdSQzQ4d5dFosFi+WbT2toaMBqtQIQHR2N3W7H4XAQFfXVRtlRUVHY7fZ2jx0ZGYzF4t7fAmNjbW49npG8fSy/uutKHvj/1vDcWzt55udXkxTjG/dRevv7cpavjAO8fywL3tvD4ZPVTBqZwszJ/TH5wKxqb39Pvq67xnLZm2le6PaWztz2UuHmrftiY23Y7TVuPaZRfGEs/sDcawbw4nt7+a+X8/jV3JH4u/kXsO7mC+8L+M44wPvHsvOgg6VrDhIfGcTPbh6Cw+H9kyG9/T35OnePpb1yv6RZ1sHBwTQ2NgJQVlZGXFwccXFxOByOc88pLy//xmVu6ZnGDEpg+ph0jpfV8r+f6PNkka+zVzbw0nt78beY+dmMwQQH+hsdSQx0SYU8btw4li9fDsCKFSuYMGECQ4cOpaCggOrqaurq6sjPzyc7O9utYcU7/XhGFunxNtbuLGH9rhKj44h4hJZWJ//vnd3UN7Xy/Wv6kxbvO5d45dJ0eMl69+7dPPnkk5w4cQKLxcLy5cv505/+xMMPP8zixYtJSkpixowZ+Pv7M3/+fObNm4fJZOKee+7BZtM3mIDV34+7Zw7mtwu2sHDFftLiQ/XDR3q811Ye4FhZDROGJDJhSJLRccQDmFwGrnHo7s8Y9LmFZzo7lh0HHTy7ZBdxEUE89oNsr7w85yvvi6+MA7xzLBsKSvjHB/tIiwvlkbkjz93i5I1jOR9fGQd4wWfIIpdiWN8Yrh+bTnllA//4YB9tWu9aeqDjZTUsXL6foAALd9+cpfuN5RwVsnSrGRN6kZkeyfYDDt7fcNToOCLdqrahheeWFtDc2sYPb8gkLiLI6EjiQVTI0q38zGZ+etMgosMCeXf9EbYfaP9edRFf4Wxr42/v7sZR1cj3rsrQOtXyHSpk6Xa2YCv33pyF1WLmpff2UnKqzuhIIl3urdWH2HesgmF9Y/je+F5GxxEPpEIWQ6Qn2PjBdQNpbHby17cLqG9sNTqSSJfZtKeUFVuKSIwO5kc3XqH9jeW8VMhimDFXJJA7Oo3S0/W89N4e2to0yUt8z9HSal756AuCAvy49+YsggIue4FE8VEqZDHULZN6M6hXFDsPnWLJmkNGxxFxq4qaJp5dsovW1jZ+dOMgEqO1aYRcmApZDOVnNvOzmwaREBXMx58fZ+3Ok0ZHEnGLphYnz769i8raZmbl9GVY3xijI4mHUyGL4YID/bl/1hBCAi0sXL6f/ccrjI4kclnaXC7++/29HCutYfyQRKaPTjU6kngBFbJ4hPjIYO6ZmQXAc0sLKHfzTmAi3enddYfZtt/OgNQI7pw+wCe2U5Sup0IWjzEwPZK50wdQ19jKX5bsorahxehIIhdtQ0EJ7288RlxEEPfcnIXFTz9mpXP0nSIeZeLQJHJHp1Fyqp7n3t5FS6vT6Eginbbn6Gle+egLggMs3D9rCKFB3rdeuxhHhSwe59acPowaGEdhcRX//b7WvBbvUFRey/NLCzCZ4L5bsjSjWi6aClk8jtlk4oc3ZNI/JZwtX5SzZLVuhxLPdrq6kWfe2kljs5N511/BgLRIoyOJF1Ihi0fyt/hx7y1DSIw+czvUp9uKjY4kcl71ja38f2/tpKKmidty+nLlFfFGRxIvpUIWjxUa5M//nTWU8BArr31SyOf7yoyOJPINLa1O/vr2Lk7Y65gyIkW3N8llUSGLR4uJCOKBWUMJDPDjpff2svvIKaMjiQBnd2/aw/6iSkYOiOWOqf10e5NcFhWyeLz0BBv/dssQTCYTzy0t4NCJKqMjSQ/X5nLxyodfsOOgg8z0SH584yDMZpWxXB4VsniFAWmR/GzGIFpbXTzz1k5O2GuNjiQ9lMvl4s1VB9mwu5ReiTbuvTkLf4t+lMrl03eReI3h/WK567qB1DW28vTiHVrNSwzx/qZj57ZSfGDWUO3eJG6jQhavclVWIrOn9KOytpk/vr4dR1WD0ZGkB/k47zjvrD1MdFgA828fhi3YanQk8SEqZPE614xK5eaJvTlV3cQfX99ORU2T0ZGkB/h0WzFvrj5IpC2AX8wZQVRYoNGRxMeokMUr3TAug+9dlYG9spGnXt9OVa1KWbrOmh0n+N9PCgkPsfKLO4YTFxFkdCTxQSpk8Vo3je/FtWPSKDtdzx/f2EF1XbPRkcQHrd9VwsKP92ML9ufBO4aTEBVsdCTxUSpk8Vomk4lbr+7DNaNSOemo48nX8qnUmbK40dqdJ1nw4T6CAy08OHs4yTFan1q6ziVND8zLy+P++++nX79+APTv358f/vCHPPTQQzidTmJjY/njH/+I1aoJD9K1TCYTt0/uC8CKLUU8+b/5/OKO4fp8Ty7bqvxiFq0oJDTInwdnDyM1LtToSOLjLvkMefTo0SxcuJCFCxfy6KOP8uyzzzJnzhxee+010tPTWbJkiTtzilzQ2VK+fmw6ZRUNPPlavmZfy2VZsaWIRSsKCQux8ss5w0mLtxkdSXoAt12yzsvLY8qUKQDk5OSwadMmdx1apEMmk4mbJ/Y+N9Hryf/N133Kckk+3HyMNz49QETomTJOjtWZsXSPS76j/eDBg/z0pz+lqqqKe++9l4aGhnOXqKOjo7Hb7R0eIzIyGIvF71IjnFdsrO/8JquxXLwf3TyU8LAgFn60jz+8tp3//PFYeiWFu/U1fOV98ZVxgHvG4nK5eOX9vSxdc4iYiCD+62fjSIrp/jL2lffFV8YB3TeWSyrkjIwM7r33Xq699lqKioq48847cTqd5/7e1ckN5SvcfAYTG2vDbq9x6zGNorFcupyhibS1Onntk0J++dx67r91CP1TI9xybF95X3xlHOCesTjb2nj1o/2sLyghISqY+bcPw9/l6vZ/I195X3xlHOD+sbRX7pd0yTo+Pp7rrrsOk8lEWloaMTExVFVV0djYCEBZWRlxcXGXllbEDaaMTOFH37uC5hYnTy/ewY4DDqMjiYdqaXXy/97ZzfqCEjISbDz8/RFEh2tSoHS/SyrkZcuW8Y9//AMAu93OqVOnuPnmm1m+fDkAK1asYMKECe5LKXIJxlyRwL/dOgQT8NzSAtbtPGl0JPEwdY0t/HnxTrYfOLNr0y/uGE6YlsMUg1zSJevJkyfz4IMP8umnn9LS0sJ//Md/kJmZyS9/+UsWL15MUlISM2bMcHdWkYuW1TuaB+8Yzl/e2smCj77AXtXIzAm9tG+tYK9s4Jm3dlJyqp6RA2L58Y2DtGuTGOqSCjk0NJQXXnjhO48vWLDgsgOJuFvf5HB+dWc2z7y5k/c3HsVR2cBd12Xqh28PdvhkNc8u2Ul1fQvTR6cyK6cvZv2SJgbTTyTpERKignnkzpH0SQ5j894ynl68g9qGFqNjiQG27bfz1Gv51DS08P1r+nP75H4qY/EIKmTpMcKCrfxi9nCyB8ZRWFTJ717dygl7rdGxpJu4XC7e23iU//dOASaTiX+7ZQiTR6QYHUvkHBWy9ChWfz9+etMgrh+bTnllA79buI3thR3fMy/erbG5lb+9u5t31h4mKiyAh//PCIb2jTE6lsg3qJClxzGbTNxydR9+etMgXC4Xf11awLL1R2jr5P3z4l3slQ38fmE+W/fb6Z8SzqP/Mor0BN9ZtEJ8xyWv1CXi7UZnxpMQFcxf3y7g3fVHOFZWw7zrMwkO9Dc6mrhJweFTvPTeXmobWsgZnswdU/th8dN5iHgmfWdKj5YWb+PRH2QzMC2C7Qcc/MeCLRwtrTY6llymtjYXS9ce5pk3d9LY3Mqd0wcwd/oAlbF4NH13So8XFmxl/uxh3DAuA0dVI79fuI3V+cWdXgJWPEtVbRN/emM77288SnR4II/MHcmk4clGxxLpkC5ZiwB+ZjM3T+xNv5RwXnpvLwtXFPLF8UruzB1AiC5he43dh0/xjw/2UVXXzPB+MfoIQryKClnka7J6R/Mfd43ihWV72PJFOQdPVPHD6zPJzIgyOpq0o7nFyZI1h1i5rRg/85n9sa8ZlaoV2cSr6JK1yLdEhQXyyznDmTmhF1W1zfzpjR28ueogLa1tRkeT8zh8oor/fHUrK7cVkxgdzK/vzGb66DSVsXgdnSGLnIef2cyNV/ViUK9oXnpvDx9/fpzdR07xf+eMJDJI/9t4glZnGx9tPsZ7G4/S6nQxZUQKs3L6YPV37x7rIt1FP1lE2tE7KYz/uGs0i1cfZM32E/zi2bVcMzqNm8b3IkA/+A1ztLSalz/4gmJ7LVFhgdw5fQBD+kQbHUvksqiQRToQYPXjzukDGDUwjkUrCvk47zj5hXZ+kDuQgemRRsfrUZpbnPxz/RE+/vw4LhdMHJrEz2YNo6G20ehoIpdNhSzSSZnpkTz74CT++51drNhSxFOvb2fMoHhuy+lLRGiA0fF8msvlYvsBB6+vPMCp6kZiIwL5Qe5AMjOiCA3yVyGLT1Ahi1yEQKuF2yf3Y3RmPP+zfD+b95Sx/YCDm67qxdTsFC080QVKTtXx+soD7D5yGj+ziWuvTON7V/UiwKqPDMS3qJBFLkGvxDAevTObtbtO8vaaQ7y5+iDrdp3k1kl9GNY3RjN83aC2oYX3Nx7l023FONtcDMqIZM60/iRGhxgdTaRLqJBFLpHZbGLSsGSyB8SxdO1hPttxgr++XUC/lHBmTepL35RwoyN6paYWJyu3FvHh5uM0NLUSHRbI7Cl9GdE/Vr/oiE9TIYtcptAgf+6cPoApI1NY+tkhth9w8PtF2xjeL4abxvciLV47C3VGS2sb6wtKeH/jUSpqmggJtDB7cl9yRiTjb9HlafF9KmQRN0mOCeG+W4ZQWFTJkjVninn7AQfD+sZww7gMeieFGR3RIzW3OPls50k+zjtORU0TVouZ68emc+2VaVr2UnoUFbKIm/VPjeDfvz+C3UdO896Go+w46GDHQQeDekUxfXQqgzKidOmVM58Rf7bjBJ9sLaa6rhmrv5npo1OZPjpNs9alR1Ihi3QBk8lEVu9oBveK4otjFby38Sh7jpxmz5HTJEYHMzU7lXGDEnrkTOFiey0rtxazeU8pza1tBFr9uH5sOtNGpRIWbDU6nohhVMgiXchkMpGZEUVmRhRHSqr5ZGsRW/aVs3D5fpZ+dogxVyQwfkgiafGhPn3W3NTsZOv+cjYUlPDF8UoAYsIDmTIyhQlDEnVpWgQVski36ZUYxo9vHMRtOX1Zs/0Ea3ac5NP8Yj7NLyYlNpTxQxIZnRnnM5dr21wuDhZXsaGghC1flNPY7ATOLLAydWQKQ/vGYDb77i8hIhdLhXwBn3zyMb/73W/45z+XExERccHn/eUvTzNr1mySktrfAL2srJTf//4/cTpb8fOz8Nhj/0l0dIy7Y4sXiAgNYMaE3twwLoPdh0+zvqCEnQcdvPHpARZ/eoA+KeFk949lxIBYYsKDjI57UZxtbew/Xsm2/XbyC+1U1TUDEB0WwLTsVK7KSiAuMtjglCKeSYV8AZ98spzk5BTWrFnJjBm3XvB5998/v1PHe+mlv/G9781kypRpvP32myxe/L/cfff97oorXsjiZ2ZYvxiG9Yuhur6Zz/eWsXW/nQNFlRwsruKNVQdJiQ3hiowoBveKol9qhEduaGGvbDjz+fjR03xxrIK6xlbgzO1gE4cmMioznsz0SMw+fElexB3cXsi///3v2blzJyaTiUceeYQhQ4a4+yW6XHV1Ffv27eHf//0xXnvtf5gx41ZaWlr4yU/u4okn/kR0dAw//vG/8PjjT/LEE//Jz3/+EK2trTz99JP4+/tjtVr57W+fwGb76v7T+fMfxmo9M2ElIiKSwsIvjBqeeKCwYCtTs1OZmp1KVV0z2wvtbCu0U1hUSbG9iBVbirD4meiVGEafpHB6J4XROymMqLDAbs3Z6myjqLyWQyeqOFxSzcHiKhxVX60jHR0WyOgr4snuH0v/tAj8zFpKVKSz3FrIn3/+OceOHWPx4sUcOnSIRx55hMWLF1/y8d5cdZAtX5R3+vl+fiacTle7zxk1MI7bJvdt9zmrVq1k3LjxXHnlWJ588nfY7eXExsZx770P8OKLz5OZOYhJk6aQnJxy7ms+/PA9Zs68ldzc69m2bQunT5/6RiEHBZ259Oh0Onnnnbf4wQ9+2OlxSc8SHmJl0vBkJg1PprnFyYETVew5cpq9R09z8EQVB4qrzj03NMifpJgQkqKDSYwJIT4yiEhbIJG2AEICLZc0UazV2UZVbTMVNU04qhsoPVXPSUcdJafqKT1dj7Ptq//HQgItDO8Xw6BeUQzKiCIuMsinJ6eJdCW3FvKmTZuYOnUqAH369KGqqora2lpCQ0Pd+TJdbuXK5fzLv8zDz8+PnJwpfPrpCmbP/j4jRmTzwQfLWL78I/72t39842vGj7+aP/3pDxQVHWfKlGmkp2d857hOp5PHH3+MESOyyc4e3U2jEW9m9fdjUMaZsgNobG7lWGkNh05Wc/hkNcX2Wg4UV1JYVPndr7WYCQuxEmi1EBTgR1CABavFDCYTAQEWmppaaWtz0djcSkOTk8bmVuoaW6mpa+Z8v9YGWv1Ii7eRkWijT1IYvZPCiVcBi7iNWwvZ4XAwaNCgc3+OiorCbrdfsJAjI4OxtLMk3j23D3dnvE4pLS1l797dvPDCs/z97yYaGxux2Wzcd9/PAGhsrMNshpAQP8LCbFitFiIjQ7jyyuGMHz+aDHM8HwAAC+ZJREFU1atX8+STj/PQQw8xZsyYbxz7oYceYsCAvvzbv/1bp7LExvrOkosai/ukJkcyfuRXf25ucXLCXktRWQ1lp+txVDZwqqqRU1UNVNY0UVHTyAlHK652Lh5ZLWaCA/0JDfInLcFGTHgQ0eGBxEQEkRwbSlqCjaiwQI8tX6PfE3fylbH4yjig+8bSpZO6XO39BAAqKurd+nqxsTbs9prLOsbixW8zc+Ys7rvv/wJnxjB79kx27NjHvn17SExMZcqUa/mv//oDDz747zQ3t1JRUccLL/w3Y8eOZ+zYHKqrG9iyZTt9+nz1y8mKFR/hdMIdd9zVqYzuGIun0Fi6Xqi/mcyUcDIvsKGFy+WiqcVJc0sbANHRoZw6VYvZbCLQ6tfhtpFtza04HLVuz+0OnvqeXApfGYuvjAPcP5b2yt2thRwXF4fD4Tj35/LycmJjY935El1u5crl/PrXvz33Z5PJxLXX3sDy5R+ydu0annvuRUJDQ3nnnbfYu3f3ueclJ6fy6KMPExoair+/P4888ptvHHfp0rdobm7i3nt/DEBGRm8efPDh7hmU9Hgmk4lAq4XALxfCirAF0NLYbGwoEfkGk6uj09iLkJ+fz1//+lcWLFjAnj17+N3vfsfrr79+wee7+zco/VbmmTQWz+Mr4wCNxRP5yjjAi8+QR4wYwaBBg5g9ezYmk4nf/OY3HX+RiIiIuP8z5AcffNDdhxQREfF5umtfRETEA6iQRUREPIAKWURExAOokEVERDyACllERMQDqJBFREQ8gApZRETEA6iQRUREPIBbl84U+f/bu9OYqK43juNfcVCHCo4oTIqtqTVusdVooimtFaS0LrUuAWRz0ARfaJS4C6iAkSBiDERABRGXOqgTJhrXRLQtxhjLBDXuu0aoaREVBa2KtvxfEOcPBRWGyr23Pp9XcLhz53fyZHi4h5t7hBBCOEaukIUQQggVkIYshBBCqIA0ZCGEEEIFpCELIYQQKiANWQghhFABachCCCGECmi+Ib98+ZLo6GhCQ0OZNGkSxcXFAFy+fJmQkBBCQkJISEhQOGXT2Ww2vL29+eWXX+xjJpOJgIAATCYTJpOJ8+fPK5iw6Rqbi1brArBr1y58fHzsdVi/fr3SkRyyYsUKgoODCQkJ4ezZs0rHcVhRURFffPGFvR6JiYlKR2q2q1ev4u/vj9lsBuD333/HZDIRFhbG7Nmzqa6uVjhh0/1zLjExMfzwww/2+hQWFiobsIlWrVpFcHAwAQEBFBQUtGpNdO/szK1kz5496PV6duzYwbVr14iNjcVqtZKUlMTixYsZMGAA8+fP5+jRo/j4+Cgd941KSkrYvHkzgwcPbvCz5ORkevfurUAqx7xuLlqsS11jxowhOjpa6RgOs9ls3L59G4vFwo0bN1i8eDEWi0XpWA4bOnQo6enpSsdwyJ9//kliYiLe3t72sfT0dMLCwhg9ejSpqalYrVbCwsIUTNk0jc0FYN68eYwYMUKhVM3366+/cu3aNSwWCxUVFUycOBFvb+9Wq4nmr5DHjRtHbGwsAO7u7jx8+JDq6mru3LnDgAEDABgxYgQnTpxQMmaTeHh4kJmZiaurq9JRWqyxuWi1Lv8lJ06cwN/fH4CePXvy6NEjHj9+rHCq91O7du3IycnB09PTPlZUVMQ333wDaOvz0dhctGjIkCGsWbMGADc3N54+fdqqNdF8Q3Z2dqZ9+/YAbN26lbFjx1JRUYGbm5v9mC5dulBeXq5UxCbT6/W0bdu20Z+lp6cTHh5OfHw8z549a+VkzdfYXLRal7psNhuRkZFMmTKFixcvKh2n2e7du0fnzp3t37u7u2uuBnVdv36d6dOnExoayvHjx5WO0yw6nY4OHTrUG3v69Cnt2rUDtPX5aGwuAGazmYiICObOncuDBw8USNY8bdu2xcXFBQCr1crw4cNbtSaaWrLOz88nPz+/3lhUVBRff/01eXl5XLhwgaysrAaFV+PTQd80l3+KiIigT58+dO/enYSEBPLy8oiMjGytqG/VnLnUpca6vNLYnL7//nuioqLw9fXl9OnTREdHs2/fPoUS/jvUXIO3+eSTT5g1axajR4+mtLSUiIgICgoK7L88tU7LtQEYP348BoOBfv36sWHDBjIzM4mPj1c6VpMcOXIEq9XKpk2b+O677+zj77ommmrIQUFBBAUFNRjPz8/n559/Zt26dTg7O9uXrl8pKytT3VLK6+bSmG+//db+tZ+fHwcPHnxXsRzS1LlooS6vvG1OgwYN4sGDB/z111+vXdVQI09PT+7du2f//u7du3h4eCiYyHFGo5ExY8YA0L17d7p27UpZWRkff/yxwskc5+LiwrNnz+jQoYOqPx9NUff/yX5+fixbtky5MM1w7NgxsrKy2LhxI66urq1aE80vWZeWlrJz504yMzPtS9fOzs58+umn9juuCwoK3nq1plY1NTVMnTqVyspKoPZ/TL169VI4lWO0XpecnBz2798P1N5R6u7urqlmDPDVV19x6NAhAC5cuICnpycdO3ZUOJVj9u7dS25uLgDl5eXcv38fo9GocKqW+fLLL+310drn45+ioqIoLS0FtPN7q6qqilWrVpGdnY3BYABatyaa3+0pNTWVAwcO4OXlZR/Lzc2lpKSE+Ph4/v77bwYOHGi/8UvNCgsLyc3N5ebNm7i7u+Ph4cGmTZs4ePAgGzduRK/XYzQaSUpKQq/XKx33jV43l+vXr2uuLq/88ccfLFy4kJqaGl6+fGm/W1xrVq9eTXFxMW3atCEhIYG+ffsqHckhjx8/ZsGCBVRWVvLixQtmzZqlqTv2z58/T0pKCnfu3EGn02E0Glm9ejUxMTE8f/4cLy8vkpOTcXZ2VjrqWzU2l8mTJ7Nhwwb0ej0uLi4kJyfTpUsXpaO+kcViISMjgx49etjHVq5cydKlS1ulJppvyEIIIcR/geaXrIUQQoj/AmnIQgghhApIQxZCCCFUQBqyEEIIoQLSkIUQQggVkIYshEacO3cOf3//es+eTkxMJCUlpUXnvXTpUrN2SkpLSyMoKIiAgABWrFjRovcWQvyfNGQhNOLzzz9nwoQJrFy5EoDi4mJsNhtz5sxp0Xn79etHXFxck44tLCzk5MmTWCwW8vPzOXnyJDabrUXvL4SoJQ1ZCA2ZPn06V65c4ciRIyxbtozk5GT7E+rqOnz4MMHBwfZ9XH/77TeqqqoYOXIkJSUlQO1+tWazmaKiIkJDQ4HaDVoCAgKYPHky06ZNo6Kiot55hw0bRnZ2Nk5OTjg5OWEwGBocI4RwjDRkITREp9ORkpLCvHnz8PPz47PPPmv0uMrKStLS0ti2bRs+Pj7k5eXh6upKXFwcy5cvp6ioiLKyMsLDw+u9Lj09nezsbMxmM1OmTOHu3bsN3v+DDz4A4MyZM9y6dYthw4a9m8kK8Z7R1OYSQoja52h/9NFHnDp1ipqaGtq0adPgmK5duxIdHU1NTQ3l5eUMGjQIqL3CPXToEDExMWzfvr3BawMDA5k2bRojR45k1KhR9R4hWFdxcTExMTFkZGTYG7QQomXkClkIDSkvLyc1NZXNmzfj6enJjz/+2OCYFy9eMGfOHBITEzGbzZhMpgbnaN++Pffv32/w2tjYWNauXUunTp2YOXMmR48ebXCMzWYjLi6O7Oxs+vfv/+9NToj3nDRkITRkyZIlzJgxA6PRyNKlS9myZQu3b9+ud8yTJ09wcnKiW7duPH/+nJ9++onq6moAdu/eTefOnVmzZg1LliyxjwM8evSIjIwMPvzwQ8LCwggPD+fcuXP1zv3w4UPi4+PJycmhZ8+e737CQrxHZMlaCI3YuXMnABMnTgRq95eeO3cusbGxmM1mnJxq/742GAyMHTuWwMBAvLy8iIyMZNGiRezevZusrCwsFgsGgwFfX1/S0tLw9fUFoFOnTjx58oTAwEDc3NzQ6XQkJSXVy2C1Wqmqqqq3S9e4ceOavLe3EOL1ZLcnIYQQQgVkyVoIIYRQAWnIQgghhApIQxZCCCFUQBqyEEIIoQLSkIUQQggVkIYshBBCqIA0ZCGEEEIFpCELIYQQKvA/iLl3bZ2Yb5sAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NSbodhwbDeUq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#you can see that they get saved in the current directory of colab/system."
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b1UC2uLJEbNo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "###########################################################################################"
      ],
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-qHPonl_H41Y",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ikq9v8uyH3rI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}